Face Generation¶

In this project, you'll use generative adversarial networks to generate new images of faces.

Get the Data¶

You'll be using two datasets in this project:

MNIST
CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set data_dir to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

data_dir = './data'
# FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
#data_dir = '/input'

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import helper

helper.download_extract('mnist', data_dir)
helper.download_extract('celeba', data_dir)

Found mnist Data
Found celeba Data

Explore the Data¶

MNIST¶

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing show_n_images.

show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
%matplotlib inline
import os
from glob import glob
from matplotlib import pyplot

mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')

<matplotlib.image.AxesImage at 0x10b667f28>

CelebA¶

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing show_n_images.

show_n_images = 25

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))

<matplotlib.image.AxesImage at 0x10f205e48>

Preprocess the Data¶

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

Build the Neural Network¶

You'll build the components necessary to build a GANs by implementing the following functions below:

model_inputs
discriminator
generator
model_loss
model_opt
train

Check the Version of TensorFlow and Access to GPU¶

This will check to make sure you have the correct version of TensorFlow and access to a GPU

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
from distutils.version import LooseVersion
import warnings
import tensorflow as tf

# Check TensorFlow Version
assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
print('TensorFlow Version: {}'.format(tf.__version__))

# Check for a GPU
if not tf.test.gpu_device_name():
    warnings.warn('No GPU found. Please use a GPU to train your neural network.')
else:
    print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))

TensorFlow Version: 1.1.0

/Users/dhanoopkarunakaran/anaconda/envs/dlndp5/lib/python3.5/site-packages/ipykernel_launcher.py:14: UserWarning: No GPU found. Please use a GPU to train your neural network.

Input¶

Implement the model_inputs function to create TF Placeholders for the Neural Network. It should create the following placeholders:

Real input images placeholder with rank 4 using image_width, image_height, and image_channels.
Z input placeholder with rank 2 using z_dim.
Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

import problem_unittests as tests

def model_inputs(image_width, image_height, image_channels, z_dim):
    """
    Create the model inputs
    :param image_width: The input image width
    :param image_height: The input image height
    :param image_channels: The number of image channels
    :param z_dim: The dimension of Z
    :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
    """
    input_image = tf.placeholder(tf.float32, (None,image_width, image_height, image_channels),name="input_real")
    input_z = tf.placeholder(tf.float32, (None, z_dim), name="input_z")
    learning_rate = tf.placeholder(tf.float32, name="lr")

    return input_image, input_z, learning_rate


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_inputs(model_inputs)

Tests Passed

Discriminator¶

Implement discriminator to create a discriminator neural network that discriminates on images. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

def discriminator(images, reuse=False):
    """
    Create the discriminator network
    :param images: Tensor of input image(s)
    :param reuse: Boolean if the weights should be reused
    :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
    """
    alpha = 0.2
    with tf.variable_scope("discriminator", reuse=reuse):
        
        x = images
        #x = tf.image.resize_images(x, (32,32))
        
        #input: 28*28*3 output: 14*14*64
        x1 = tf.layers.conv2d(x, filters=64, kernel_size=5, strides=2, padding='same')
        #leaky RELU
        x1 = tf.maximum(x1*alpha, x1)
        
        #input: 14*14*64 output: 7*7*128
        x2 = tf.layers.conv2d(x1, filters=128, kernel_size=5, strides=2, padding='same')
        x2 = tf.layers.batch_normalization(x2, training=True)
        #leaky RELU
        x2 = tf.maximum(x2*alpha, x2)
        
        #input: 7*7*128 output: 4*4*256
        x3 = tf.layers.conv2d(x2, filters=256, kernel_size=5, strides=2, padding='same')
        x3 = tf.layers.batch_normalization(x3, training=True)
        #leaky RELU
        x3 = tf.maximum(x3*alpha, x3)
        
        # Flatten it
        flat = tf.reshape(x3, (-1, 4*4*256))
        logits = tf.layers.dense(flat, 1)
        output = tf.sigmoid(logits)
        

    return output, logits


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_discriminator(discriminator, tf)

Tests Passed

Generator¶

Implement generator to generate an image using z. This function should be able to reuse the variables in the neural network. Use tf.variable_scope with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x out_channel_dim images.

def generator(z, out_channel_dim, is_train=True):
    """
    Create the generator network
    :param z: Input z
    :param out_channel_dim: The number of channels in the output image
    :param is_train: Boolean if generator is being used for training
    :return: The tensor output of the generator
    """
    alpha = 0.2
    with tf.variable_scope("generator", reuse=not is_train):
        
        # First fully connected layer
        x1 = tf.layers.dense(z, 2*2*512)
        
        # Reshape it to start the convolutional stack
        #output: 2x2x512
        x1 = tf.reshape(x1, (-1, 2, 2, 512))
        x1 = tf.layers.batch_normalization(x1, training=is_train)
        x1 = tf.maximum(alpha * x1, x1)
        
        #input: 2x2x512 #output: 7x7x256
        x2 = tf.layers.conv2d_transpose(x1, filters=256, kernel_size=5, strides=2, padding='valid')
        x2 = tf.layers.batch_normalization(x2, training=is_train)
        x2 = tf.maximum(alpha * x2, x2)
        
        #input: 7x7x256 #output: 14x14x128
        x3 = tf.layers.conv2d_transpose(x2, filters=128, kernel_size=5, strides=2, padding='same')
        x3 = tf.layers.batch_normalization(x3, training=is_train)
        x3 = tf.maximum(alpha * x3, x3)
        
        # Output layer
        logits = tf.layers.conv2d_transpose(x3, filters=out_channel_dim, kernel_size=5, strides=2, padding='same')
        
        output = tf.tanh(logits)
    
    
    return output


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_generator(generator, tf)

Tests Passed

Loss¶

Implement model_loss to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

discriminator(images, reuse=False)
generator(z, out_channel_dim, is_train=True)

def model_loss(input_real, input_z, out_channel_dim):
    """
    Get the loss for the discriminator and generator
    :param input_real: Images from the real dataset
    :param input_z: Z input
    :param out_channel_dim: The number of channels in the output image
    :return: A tuple of (discriminator loss, generator loss)
    """
    # TODO: Implement Function
    
    g_model = generator(input_z, out_channel_dim, is_train=True)
    d_model_real_out, d_model_real_logits = discriminator(input_real, reuse=False)
    d_model_fake_out, d_model_fake_logits = discriminator(g_model, reuse=True)
    
    d_loss_real = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_model_real_logits, labels=tf.ones_like(d_model_real_out)))
    d_loss_fake = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_model_fake_logits, labels=tf.zeros_like(d_model_fake_out)))
    d_loss = d_loss_real+d_loss_fake
    
    g_loss= tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_model_fake_logits, labels=tf.ones_like(d_model_fake_out)))

    
    return d_loss, g_loss


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_loss(model_loss)

Tests Passed

Optimization¶

Implement model_opt to create the optimization operations for the GANs. Use tf.trainable_variables to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

def model_opt(d_loss, g_loss, learning_rate, beta1):
    """
    Get optimization operations
    :param d_loss: Discriminator loss Tensor
    :param g_loss: Generator loss Tensor
    :param learning_rate: Learning Rate Placeholder
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :return: A tuple of (discriminator training operation, generator training operation)
    """
    t_vars = tf.trainable_variables()
    d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
    g_vars = [var for var in t_vars if var.name.startswith('generator')]
    
    # Optimize
    d_train_opt = tf.train.AdamOptimizer(learning_rate=learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
    operations = tf.get_collection(tf.GraphKeys.UPDATE_OPS)
    g_update = [opt for opt in operations if opt.name.startswith('generator')]
    with tf.control_dependencies(g_update):
        g_train_opt = tf.train.AdamOptimizer(learning_rate=learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)
    
    return d_train_opt, g_train_opt


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
tests.test_model_opt(model_opt, tf)

Tests Passed

Neural Network Training¶

Show Output¶

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

"""
DON'T MODIFY ANYTHING IN THIS CELL
"""
import numpy as np

def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
    """
    Show example output for the generator
    :param sess: TensorFlow session
    :param n_images: Number of Images to display
    :param input_z: Input Z Tensor
    :param out_channel_dim: The number of channels in the output image
    :param image_mode: The mode to use for images ("RGB" or "L")
    """
    cmap = None if image_mode == 'RGB' else 'gray'
    z_dim = input_z.get_shape().as_list()[-1]
    example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

    samples = sess.run(
        generator(input_z, out_channel_dim, False),
        feed_dict={input_z: example_z})

    images_grid = helper.images_square_grid(samples, image_mode)
    pyplot.imshow(images_grid, cmap=cmap)
    pyplot.show()

Train¶

Implement train to build and train the GANs. Use the following functions you implemented:

model_inputs(image_width, image_height, image_channels, z_dim)
model_loss(input_real, input_z, out_channel_dim)
model_opt(d_loss, g_loss, learning_rate, beta1)

Use the show_generator_output to show generator output while you train. Running show_generator_output for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the generator output every 100 batches.

def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
    """
    Train the GAN
    :param epoch_count: Number of epochs
    :param batch_size: Batch Size
    :param z_dim: Z dimension
    :param learning_rate: Learning Rate
    :param beta1: The exponential decay rate for the 1st moment in the optimizer
    :param get_batches: Function to get batches
    :param data_shape: Shape of the data
    :param data_image_mode: The image mode to use for images ("RGB" or "L")
    """
    # TODO: Build Model
    
    if(data_image_mode == 'RGB'):
        image_channels = 3
    else:
        image_channels = 1
    
    input_real, input_z, lr = model_inputs(data_shape[1], data_shape[2], image_channels, z_dim)
    d_loss, g_loss = model_loss(input_real, input_z, image_channels)
    d_train_opt, g_train_opt = model_opt(d_loss, g_loss, learning_rate, beta1)
    
    losses = []
    show_output = 100
    no_images = 25
    count = 0
    
    with tf.Session() as sess:
        sess.run(tf.global_variables_initializer())
        for epoch_i in range(epoch_count):
            for batch_images in get_batches(batch_size):
                count +=1
                batch_images = batch_images*2
                
                # Sample random noise for G
                batch_z = np.random.uniform(-1, 1, size=(batch_size, z_dim))
                _ = sess.run(d_train_opt, feed_dict={input_real: batch_images, input_z: batch_z, lr: learning_rate})
                
                _ = sess.run(g_train_opt, feed_dict={input_z: batch_z, lr: learning_rate})
                
                # At the end of each epoch, get the losses and print them out
                #train_loss_d = sess.run(d_loss, {input_z: batch_z, input_real: batch_images})
                #train_loss_g = sess.run(g_loss, {input_z: batch_z})
                
                train_loss_d = d_loss.eval({input_z: batch_z, input_real: batch_images})
                train_loss_g = g_loss.eval({input_z: batch_z})

                print("Epoch {}/{}...".format(epoch_i+1, epoch_count),
                      "Discriminator Loss: {:.4f}...".format(train_loss_d),
                      "Generator Loss: {:.4f}".format(train_loss_g))
                losses.append((train_loss_d, train_loss_g))
                if count == show_output:
                    show_generator_output(sess, no_images, input_z, image_channels, data_image_mode)
                    count = 0
            print("Output after epoch: {}".format(epoch_i+1))
            show_generator_output(sess, no_images, input_z, image_channels, data_image_mode)

MNIST¶

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

batch_size = 64
z_dim = 100
learning_rate = 0.002
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 2

mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
          mnist_dataset.shape, mnist_dataset.image_mode)

Epoch 1/2... Discriminator Loss: 29.9396... Generator Loss: 0.0000
Epoch 1/2... Discriminator Loss: 2.5876... Generator Loss: 0.0924
Epoch 1/2... Discriminator Loss: 10.7467... Generator Loss: 20.6127
Epoch 1/2... Discriminator Loss: 2.1144... Generator Loss: 3.5709
Epoch 1/2... Discriminator Loss: 6.3793... Generator Loss: 0.0018
Epoch 1/2... Discriminator Loss: 0.0064... Generator Loss: 6.0267
Epoch 1/2... Discriminator Loss: 0.3741... Generator Loss: 1.5853
Epoch 1/2... Discriminator Loss: 7.7061... Generator Loss: 0.0026
Epoch 1/2... Discriminator Loss: 1.4867... Generator Loss: 4.8189
Epoch 1/2... Discriminator Loss: 1.1587... Generator Loss: 0.9198
Epoch 1/2... Discriminator Loss: 0.4764... Generator Loss: 1.3686
Epoch 1/2... Discriminator Loss: 1.1213... Generator Loss: 0.8540
Epoch 1/2... Discriminator Loss: 1.6600... Generator Loss: 0.7947
Epoch 1/2... Discriminator Loss: 1.2924... Generator Loss: 2.1478
Epoch 1/2... Discriminator Loss: 2.1263... Generator Loss: 0.6261
Epoch 1/2... Discriminator Loss: 0.6437... Generator Loss: 5.6618
Epoch 1/2... Discriminator Loss: 1.0134... Generator Loss: 0.8098
Epoch 1/2... Discriminator Loss: 0.1303... Generator Loss: 4.1444
Epoch 1/2... Discriminator Loss: 0.2608... Generator Loss: 2.8482
Epoch 1/2... Discriminator Loss: 0.7383... Generator Loss: 1.6925
Epoch 1/2... Discriminator Loss: 0.3609... Generator Loss: 3.6984
Epoch 1/2... Discriminator Loss: 0.4161... Generator Loss: 3.1741
Epoch 1/2... Discriminator Loss: 0.9185... Generator Loss: 1.4934
Epoch 1/2... Discriminator Loss: 0.3941... Generator Loss: 5.9865
Epoch 1/2... Discriminator Loss: 0.9328... Generator Loss: 2.5565
Epoch 1/2... Discriminator Loss: 1.6468... Generator Loss: 1.9258
Epoch 1/2... Discriminator Loss: 4.8894... Generator Loss: 9.4987
Epoch 1/2... Discriminator Loss: 3.5456... Generator Loss: 0.1987
Epoch 1/2... Discriminator Loss: 0.7675... Generator Loss: 3.2269
Epoch 1/2... Discriminator Loss: 0.4978... Generator Loss: 3.4056
Epoch 1/2... Discriminator Loss: 0.9475... Generator Loss: 1.1997
Epoch 1/2... Discriminator Loss: 0.5681... Generator Loss: 1.9696
Epoch 1/2... Discriminator Loss: 0.6527... Generator Loss: 1.6418
Epoch 1/2... Discriminator Loss: 0.5647... Generator Loss: 1.3510
Epoch 1/2... Discriminator Loss: 0.9195... Generator Loss: 0.8726
Epoch 1/2... Discriminator Loss: 0.9738... Generator Loss: 2.2078
Epoch 1/2... Discriminator Loss: 2.1226... Generator Loss: 0.1900
Epoch 1/2... Discriminator Loss: 3.4902... Generator Loss: 6.9203
Epoch 1/2... Discriminator Loss: 1.1118... Generator Loss: 0.8776
Epoch 1/2... Discriminator Loss: 0.3373... Generator Loss: 2.1714
Epoch 1/2... Discriminator Loss: 0.3337... Generator Loss: 2.1571
Epoch 1/2... Discriminator Loss: 0.7501... Generator Loss: 1.3411
Epoch 1/2... Discriminator Loss: 0.4942... Generator Loss: 3.0598
Epoch 1/2... Discriminator Loss: 0.6121... Generator Loss: 1.6319
Epoch 1/2... Discriminator Loss: 0.6082... Generator Loss: 3.9425
Epoch 1/2... Discriminator Loss: 2.7919... Generator Loss: 0.0959
Epoch 1/2... Discriminator Loss: 4.3866... Generator Loss: 12.9427
Epoch 1/2... Discriminator Loss: 0.7467... Generator Loss: 4.3309
Epoch 1/2... Discriminator Loss: 4.3261... Generator Loss: 0.0366
Epoch 1/2... Discriminator Loss: 0.9159... Generator Loss: 2.7991
Epoch 1/2... Discriminator Loss: 0.7593... Generator Loss: 1.8897
Epoch 1/2... Discriminator Loss: 1.2302... Generator Loss: 0.4275
Epoch 1/2... Discriminator Loss: 0.6496... Generator Loss: 4.0910
Epoch 1/2... Discriminator Loss: 0.4743... Generator Loss: 2.1831
Epoch 1/2... Discriminator Loss: 0.6632... Generator Loss: 1.3320
Epoch 1/2... Discriminator Loss: 0.5717... Generator Loss: 2.1368
Epoch 1/2... Discriminator Loss: 0.5401... Generator Loss: 1.4754
Epoch 1/2... Discriminator Loss: 0.3081... Generator Loss: 2.8851
Epoch 1/2... Discriminator Loss: 0.2715... Generator Loss: 2.2023
Epoch 1/2... Discriminator Loss: 0.2852... Generator Loss: 1.7177
Epoch 1/2... Discriminator Loss: 0.1862... Generator Loss: 2.5849
Epoch 1/2... Discriminator Loss: 0.2754... Generator Loss: 1.9943
Epoch 1/2... Discriminator Loss: 0.2530... Generator Loss: 2.1655
Epoch 1/2... Discriminator Loss: 0.2169... Generator Loss: 2.5674
Epoch 1/2... Discriminator Loss: 0.2455... Generator Loss: 1.9903
Epoch 1/2... Discriminator Loss: 2.3490... Generator Loss: 0.1306
Epoch 1/2... Discriminator Loss: 8.0699... Generator Loss: 12.9572
Epoch 1/2... Discriminator Loss: 3.1279... Generator Loss: 7.4250
Epoch 1/2... Discriminator Loss: 2.4332... Generator Loss: 0.2879
Epoch 1/2... Discriminator Loss: 0.3552... Generator Loss: 4.6962
Epoch 1/2... Discriminator Loss: 0.2857... Generator Loss: 4.9161
Epoch 1/2... Discriminator Loss: 0.2052... Generator Loss: 2.6319
Epoch 1/2... Discriminator Loss: 0.2951... Generator Loss: 1.6580
Epoch 1/2... Discriminator Loss: 0.2080... Generator Loss: 2.3872
Epoch 1/2... Discriminator Loss: 0.1041... Generator Loss: 3.1813
Epoch 1/2... Discriminator Loss: 0.1475... Generator Loss: 2.8316
Epoch 1/2... Discriminator Loss: 0.2492... Generator Loss: 1.9439
Epoch 1/2... Discriminator Loss: 0.3048... Generator Loss: 1.8379
Epoch 1/2... Discriminator Loss: 0.2091... Generator Loss: 3.3520
Epoch 1/2... Discriminator Loss: 0.1729... Generator Loss: 2.9170
Epoch 1/2... Discriminator Loss: 0.6199... Generator Loss: 1.1356
Epoch 1/2... Discriminator Loss: 0.2893... Generator Loss: 8.0910
Epoch 1/2... Discriminator Loss: 0.0766... Generator Loss: 7.2521
Epoch 1/2... Discriminator Loss: 0.1383... Generator Loss: 2.8192
Epoch 1/2... Discriminator Loss: 2.4923... Generator Loss: 0.1136
Epoch 1/2... Discriminator Loss: 3.7208... Generator Loss: 15.2017
Epoch 1/2... Discriminator Loss: 0.1355... Generator Loss: 10.5674
Epoch 1/2... Discriminator Loss: 0.0493... Generator Loss: 5.5962
Epoch 1/2... Discriminator Loss: 0.3518... Generator Loss: 2.2049
Epoch 1/2... Discriminator Loss: 0.3987... Generator Loss: 2.1210
Epoch 1/2... Discriminator Loss: 0.2443... Generator Loss: 3.4654
Epoch 1/2... Discriminator Loss: 0.2103... Generator Loss: 2.8287
Epoch 1/2... Discriminator Loss: 0.5393... Generator Loss: 1.5740
Epoch 1/2... Discriminator Loss: 1.0402... Generator Loss: 7.8812
Epoch 1/2... Discriminator Loss: 0.2695... Generator Loss: 4.3739
Epoch 1/2... Discriminator Loss: 2.5108... Generator Loss: 0.2746
Epoch 1/2... Discriminator Loss: 2.7658... Generator Loss: 11.7817
Epoch 1/2... Discriminator Loss: 0.6186... Generator Loss: 7.8302
Epoch 1/2... Discriminator Loss: 0.4680... Generator Loss: 2.1103
Epoch 1/2... Discriminator Loss: 1.2203... Generator Loss: 0.6805

Epoch 1/2... Discriminator Loss: 0.3254... Generator Loss: 2.6991
Epoch 1/2... Discriminator Loss: 0.4645... Generator Loss: 2.6727
Epoch 1/2... Discriminator Loss: 0.5548... Generator Loss: 1.7058
Epoch 1/2... Discriminator Loss: 0.4902... Generator Loss: 2.4235
Epoch 1/2... Discriminator Loss: 0.3474... Generator Loss: 1.9157
Epoch 1/2... Discriminator Loss: 0.2709... Generator Loss: 2.2266
Epoch 1/2... Discriminator Loss: 0.2457... Generator Loss: 2.7213
Epoch 1/2... Discriminator Loss: 0.3383... Generator Loss: 1.9899
Epoch 1/2... Discriminator Loss: 0.3418... Generator Loss: 3.0711
Epoch 1/2... Discriminator Loss: 0.6353... Generator Loss: 1.0235
Epoch 1/2... Discriminator Loss: 1.3766... Generator Loss: 14.1688
Epoch 1/2... Discriminator Loss: 0.0146... Generator Loss: 9.7904
Epoch 1/2... Discriminator Loss: 0.0163... Generator Loss: 5.8434
Epoch 1/2... Discriminator Loss: 0.0754... Generator Loss: 3.3268
Epoch 1/2... Discriminator Loss: 0.1476... Generator Loss: 2.3306
Epoch 1/2... Discriminator Loss: 0.0675... Generator Loss: 3.0914
Epoch 1/2... Discriminator Loss: 0.1826... Generator Loss: 2.5227
Epoch 1/2... Discriminator Loss: 0.0957... Generator Loss: 3.5923
Epoch 1/2... Discriminator Loss: 0.6792... Generator Loss: 1.0566
Epoch 1/2... Discriminator Loss: 2.3170... Generator Loss: 11.8067
Epoch 1/2... Discriminator Loss: 1.3840... Generator Loss: 0.9037
Epoch 1/2... Discriminator Loss: 0.0511... Generator Loss: 4.2516
Epoch 1/2... Discriminator Loss: 0.1633... Generator Loss: 2.9260
Epoch 1/2... Discriminator Loss: 0.2841... Generator Loss: 2.5465
Epoch 1/2... Discriminator Loss: 0.3496... Generator Loss: 2.3239
Epoch 1/2... Discriminator Loss: 0.3795... Generator Loss: 2.8129
Epoch 1/2... Discriminator Loss: 0.2534... Generator Loss: 2.5641
Epoch 1/2... Discriminator Loss: 0.3394... Generator Loss: 1.8540
Epoch 1/2... Discriminator Loss: 0.2240... Generator Loss: 3.5235
Epoch 1/2... Discriminator Loss: 0.3914... Generator Loss: 1.7597
Epoch 1/2... Discriminator Loss: 0.5302... Generator Loss: 2.6787
Epoch 1/2... Discriminator Loss: 1.8808... Generator Loss: 0.2630
Epoch 1/2... Discriminator Loss: 4.2958... Generator Loss: 15.6526
Epoch 1/2... Discriminator Loss: 0.3702... Generator Loss: 11.7738
Epoch 1/2... Discriminator Loss: 0.0265... Generator Loss: 5.6995
Epoch 1/2... Discriminator Loss: 0.5457... Generator Loss: 1.9852
Epoch 1/2... Discriminator Loss: 0.0865... Generator Loss: 3.1384
Epoch 1/2... Discriminator Loss: 0.2217... Generator Loss: 2.7193
Epoch 1/2... Discriminator Loss: 0.8496... Generator Loss: 0.8307
Epoch 1/2... Discriminator Loss: 0.9536... Generator Loss: 6.0098
Epoch 1/2... Discriminator Loss: 0.4901... Generator Loss: 5.0661
Epoch 1/2... Discriminator Loss: 1.0489... Generator Loss: 1.0827
Epoch 1/2... Discriminator Loss: 0.5702... Generator Loss: 2.7685
Epoch 1/2... Discriminator Loss: 1.0906... Generator Loss: 2.5547
Epoch 1/2... Discriminator Loss: 0.9116... Generator Loss: 1.6206
Epoch 1/2... Discriminator Loss: 0.5480... Generator Loss: 4.6433
Epoch 1/2... Discriminator Loss: 0.2596... Generator Loss: 2.8687
Epoch 1/2... Discriminator Loss: 1.7468... Generator Loss: 0.3689
Epoch 1/2... Discriminator Loss: 1.5045... Generator Loss: 6.3276
Epoch 1/2... Discriminator Loss: 0.6015... Generator Loss: 2.8141
Epoch 1/2... Discriminator Loss: 1.8342... Generator Loss: 0.4838
Epoch 1/2... Discriminator Loss: 1.3318... Generator Loss: 3.9343
Epoch 1/2... Discriminator Loss: 0.9406... Generator Loss: 1.4363
Epoch 1/2... Discriminator Loss: 1.0136... Generator Loss: 1.3144
Epoch 1/2... Discriminator Loss: 0.6021... Generator Loss: 3.1507
Epoch 1/2... Discriminator Loss: 0.3980... Generator Loss: 1.9175
Epoch 1/2... Discriminator Loss: 0.3993... Generator Loss: 1.5647
Epoch 1/2... Discriminator Loss: 0.2536... Generator Loss: 2.5454
Epoch 1/2... Discriminator Loss: 0.2108... Generator Loss: 2.9229
Epoch 1/2... Discriminator Loss: 0.3587... Generator Loss: 1.9364
Epoch 1/2... Discriminator Loss: 0.6016... Generator Loss: 1.1503
Epoch 1/2... Discriminator Loss: 1.0392... Generator Loss: 3.8739
Epoch 1/2... Discriminator Loss: 3.1233... Generator Loss: 0.0709
Epoch 1/2... Discriminator Loss: 4.1142... Generator Loss: 8.8941
Epoch 1/2... Discriminator Loss: 1.0917... Generator Loss: 3.5975
Epoch 1/2... Discriminator Loss: 1.8827... Generator Loss: 0.2649
Epoch 1/2... Discriminator Loss: 0.4088... Generator Loss: 5.4759
Epoch 1/2... Discriminator Loss: 0.3940... Generator Loss: 6.2263
Epoch 1/2... Discriminator Loss: 0.2226... Generator Loss: 3.9508
Epoch 1/2... Discriminator Loss: 0.7094... Generator Loss: 1.2491
Epoch 1/2... Discriminator Loss: 0.4056... Generator Loss: 4.6867
Epoch 1/2... Discriminator Loss: 0.3705... Generator Loss: 3.3295
Epoch 1/2... Discriminator Loss: 1.0345... Generator Loss: 1.1488
Epoch 1/2... Discriminator Loss: 0.9390... Generator Loss: 6.9891
Epoch 1/2... Discriminator Loss: 0.2348... Generator Loss: 3.2083
Epoch 1/2... Discriminator Loss: 1.1334... Generator Loss: 0.5180
Epoch 1/2... Discriminator Loss: 0.7550... Generator Loss: 6.0641
Epoch 1/2... Discriminator Loss: 0.3028... Generator Loss: 3.4870
Epoch 1/2... Discriminator Loss: 0.8566... Generator Loss: 0.8012
Epoch 1/2... Discriminator Loss: 0.3860... Generator Loss: 3.9309
Epoch 1/2... Discriminator Loss: 0.2926... Generator Loss: 3.5353
Epoch 1/2... Discriminator Loss: 0.3788... Generator Loss: 1.9002
Epoch 1/2... Discriminator Loss: 0.3369... Generator Loss: 2.1975
Epoch 1/2... Discriminator Loss: 0.4453... Generator Loss: 2.2178
Epoch 1/2... Discriminator Loss: 0.7827... Generator Loss: 0.8127
Epoch 1/2... Discriminator Loss: 0.8312... Generator Loss: 5.3978
Epoch 1/2... Discriminator Loss: 0.4725... Generator Loss: 1.7732
Epoch 1/2... Discriminator Loss: 0.3758... Generator Loss: 1.9223
Epoch 1/2... Discriminator Loss: 0.3869... Generator Loss: 2.8656
Epoch 1/2... Discriminator Loss: 0.8798... Generator Loss: 0.8657
Epoch 1/2... Discriminator Loss: 1.0600... Generator Loss: 11.9860
Epoch 1/2... Discriminator Loss: 0.1519... Generator Loss: 9.8100
Epoch 1/2... Discriminator Loss: 0.3809... Generator Loss: 2.4719
Epoch 1/2... Discriminator Loss: 0.1255... Generator Loss: 3.1740
Epoch 1/2... Discriminator Loss: 0.4759... Generator Loss: 2.1604
Epoch 1/2... Discriminator Loss: 0.6620... Generator Loss: 1.9774
Epoch 1/2... Discriminator Loss: 0.3919... Generator Loss: 3.3546
Epoch 1/2... Discriminator Loss: 0.4183... Generator Loss: 2.0967
Epoch 1/2... Discriminator Loss: 0.2640... Generator Loss: 2.8037
Epoch 1/2... Discriminator Loss: 0.2294... Generator Loss: 2.9527

Epoch 1/2... Discriminator Loss: 0.5900... Generator Loss: 1.6094
Epoch 1/2... Discriminator Loss: 0.7339... Generator Loss: 4.2418
Epoch 1/2... Discriminator Loss: 0.7304... Generator Loss: 0.9914
Epoch 1/2... Discriminator Loss: 0.3241... Generator Loss: 4.8486
Epoch 1/2... Discriminator Loss: 0.2046... Generator Loss: 2.3587
Epoch 1/2... Discriminator Loss: 0.3162... Generator Loss: 1.6766
Epoch 1/2... Discriminator Loss: 0.1644... Generator Loss: 4.5115
Epoch 1/2... Discriminator Loss: 0.1067... Generator Loss: 4.5971
Epoch 1/2... Discriminator Loss: 0.1487... Generator Loss: 2.7725
Epoch 1/2... Discriminator Loss: 0.3611... Generator Loss: 1.7615
Epoch 1/2... Discriminator Loss: 0.2001... Generator Loss: 4.7020
Epoch 1/2... Discriminator Loss: 0.2235... Generator Loss: 2.5880
Epoch 1/2... Discriminator Loss: 0.9511... Generator Loss: 0.7529
Epoch 1/2... Discriminator Loss: 2.0977... Generator Loss: 9.8482
Epoch 1/2... Discriminator Loss: 0.0813... Generator Loss: 4.5467
Epoch 1/2... Discriminator Loss: 0.6961... Generator Loss: 1.6181
Epoch 1/2... Discriminator Loss: 0.2789... Generator Loss: 5.7785
Epoch 1/2... Discriminator Loss: 0.2118... Generator Loss: 4.4932
Epoch 1/2... Discriminator Loss: 0.8565... Generator Loss: 0.9934
Epoch 1/2... Discriminator Loss: 1.5956... Generator Loss: 8.1604
Epoch 1/2... Discriminator Loss: 0.1514... Generator Loss: 3.7253
Epoch 1/2... Discriminator Loss: 1.5292... Generator Loss: 0.7106
Epoch 1/2... Discriminator Loss: 0.4576... Generator Loss: 5.8938
Epoch 1/2... Discriminator Loss: 0.3888... Generator Loss: 5.8624
Epoch 1/2... Discriminator Loss: 0.7495... Generator Loss: 1.5427
Epoch 1/2... Discriminator Loss: 1.3275... Generator Loss: 0.9681
Epoch 1/2... Discriminator Loss: 1.3402... Generator Loss: 4.4346
Epoch 1/2... Discriminator Loss: 0.6123... Generator Loss: 1.5852
Epoch 1/2... Discriminator Loss: 0.5466... Generator Loss: 1.6028
Epoch 1/2... Discriminator Loss: 0.5940... Generator Loss: 2.6232
Epoch 1/2... Discriminator Loss: 0.4628... Generator Loss: 2.0064
Epoch 1/2... Discriminator Loss: 0.5906... Generator Loss: 1.4799
Epoch 1/2... Discriminator Loss: 0.2761... Generator Loss: 3.1416
Epoch 1/2... Discriminator Loss: 0.2392... Generator Loss: 3.2291
Epoch 1/2... Discriminator Loss: 0.7133... Generator Loss: 1.0233
Epoch 1/2... Discriminator Loss: 0.2785... Generator Loss: 4.0986
Epoch 1/2... Discriminator Loss: 0.2327... Generator Loss: 3.6289
Epoch 1/2... Discriminator Loss: 0.2821... Generator Loss: 2.2526
Epoch 1/2... Discriminator Loss: 0.8341... Generator Loss: 0.8893
Epoch 1/2... Discriminator Loss: 1.0412... Generator Loss: 5.5891
Epoch 1/2... Discriminator Loss: 0.5034... Generator Loss: 1.8121
Epoch 1/2... Discriminator Loss: 0.2433... Generator Loss: 2.5941
Epoch 1/2... Discriminator Loss: 0.2136... Generator Loss: 3.4152
Epoch 1/2... Discriminator Loss: 1.2435... Generator Loss: 0.7073
Epoch 1/2... Discriminator Loss: 1.3490... Generator Loss: 13.2572
Epoch 1/2... Discriminator Loss: 0.1177... Generator Loss: 9.5890
Epoch 1/2... Discriminator Loss: 0.3386... Generator Loss: 3.2176
Epoch 1/2... Discriminator Loss: 2.3709... Generator Loss: 0.2576
Epoch 1/2... Discriminator Loss: 1.8354... Generator Loss: 7.7344
Epoch 1/2... Discriminator Loss: 0.6960... Generator Loss: 6.1064
Epoch 1/2... Discriminator Loss: 1.0121... Generator Loss: 2.3270
Epoch 1/2... Discriminator Loss: 1.0776... Generator Loss: 1.6876
Epoch 1/2... Discriminator Loss: 0.6897... Generator Loss: 3.5753
Epoch 1/2... Discriminator Loss: 0.8436... Generator Loss: 1.3726
Epoch 1/2... Discriminator Loss: 0.8482... Generator Loss: 1.3814
Epoch 1/2... Discriminator Loss: 0.7235... Generator Loss: 2.2532
Epoch 1/2... Discriminator Loss: 0.4041... Generator Loss: 1.8200
Epoch 1/2... Discriminator Loss: 0.6979... Generator Loss: 1.1826
Epoch 1/2... Discriminator Loss: 0.9256... Generator Loss: 5.1397
Epoch 1/2... Discriminator Loss: 0.2719... Generator Loss: 3.4001
Epoch 1/2... Discriminator Loss: 0.9682... Generator Loss: 0.6820
Epoch 1/2... Discriminator Loss: 0.3101... Generator Loss: 6.3702
Epoch 1/2... Discriminator Loss: 0.1774... Generator Loss: 6.9658
Epoch 1/2... Discriminator Loss: 0.0664... Generator Loss: 4.6783
Epoch 1/2... Discriminator Loss: 0.4499... Generator Loss: 1.9718
Epoch 1/2... Discriminator Loss: 0.5283... Generator Loss: 1.5829
Epoch 1/2... Discriminator Loss: 0.9086... Generator Loss: 4.4221
Epoch 1/2... Discriminator Loss: 1.2934... Generator Loss: 1.7729
Epoch 1/2... Discriminator Loss: 0.8507... Generator Loss: 3.2721
Epoch 1/2... Discriminator Loss: 0.4724... Generator Loss: 2.9857
Epoch 1/2... Discriminator Loss: 1.2866... Generator Loss: 0.6329
Epoch 1/2... Discriminator Loss: 0.4002... Generator Loss: 4.5369
Epoch 1/2... Discriminator Loss: 0.2876... Generator Loss: 4.2495
Epoch 1/2... Discriminator Loss: 0.4500... Generator Loss: 1.8566
Epoch 1/2... Discriminator Loss: 0.5408... Generator Loss: 1.3700
Epoch 1/2... Discriminator Loss: 0.3439... Generator Loss: 3.9146
Epoch 1/2... Discriminator Loss: 0.1977... Generator Loss: 3.2428
Epoch 1/2... Discriminator Loss: 0.4056... Generator Loss: 1.6782
Epoch 1/2... Discriminator Loss: 0.3085... Generator Loss: 2.3919
Epoch 1/2... Discriminator Loss: 0.5243... Generator Loss: 1.4492
Epoch 1/2... Discriminator Loss: 0.3261... Generator Loss: 3.8267
Epoch 1/2... Discriminator Loss: 0.5670... Generator Loss: 1.5969
Epoch 1/2... Discriminator Loss: 0.3842... Generator Loss: 3.8171
Epoch 1/2... Discriminator Loss: 0.4569... Generator Loss: 2.0155
Epoch 1/2... Discriminator Loss: 0.2894... Generator Loss: 2.6905
Epoch 1/2... Discriminator Loss: 0.2098... Generator Loss: 2.9375
Epoch 1/2... Discriminator Loss: 0.2610... Generator Loss: 2.7450
Epoch 1/2... Discriminator Loss: 0.3125... Generator Loss: 2.2558
Epoch 1/2... Discriminator Loss: 0.3093... Generator Loss: 2.7434
Epoch 1/2... Discriminator Loss: 0.7974... Generator Loss: 1.1523
Epoch 1/2... Discriminator Loss: 2.0336... Generator Loss: 7.6757
Epoch 1/2... Discriminator Loss: 3.8599... Generator Loss: 0.2285
Epoch 1/2... Discriminator Loss: 1.0353... Generator Loss: 6.1176
Epoch 1/2... Discriminator Loss: 0.9275... Generator Loss: 3.2831
Epoch 1/2... Discriminator Loss: 0.8630... Generator Loss: 1.0799
Epoch 1/2... Discriminator Loss: 0.3147... Generator Loss: 2.9441
Epoch 1/2... Discriminator Loss: 0.4335... Generator Loss: 3.0869
Epoch 1/2... Discriminator Loss: 1.0761... Generator Loss: 1.1457
Epoch 1/2... Discriminator Loss: 1.1663... Generator Loss: 1.0834
Epoch 1/2... Discriminator Loss: 1.4213... Generator Loss: 0.9255

Epoch 1/2... Discriminator Loss: 0.9871... Generator Loss: 1.6165
Epoch 1/2... Discriminator Loss: 1.3698... Generator Loss: 0.6491
Epoch 1/2... Discriminator Loss: 1.5790... Generator Loss: 5.6754
Epoch 1/2... Discriminator Loss: 0.8682... Generator Loss: 1.7797
Epoch 1/2... Discriminator Loss: 0.4957... Generator Loss: 1.8191
Epoch 1/2... Discriminator Loss: 0.3883... Generator Loss: 3.0464
Epoch 1/2... Discriminator Loss: 0.3628... Generator Loss: 2.9399
Epoch 1/2... Discriminator Loss: 0.6203... Generator Loss: 1.6695
Epoch 1/2... Discriminator Loss: 0.3744... Generator Loss: 2.3651
Epoch 1/2... Discriminator Loss: 0.4375... Generator Loss: 1.9280
Epoch 1/2... Discriminator Loss: 1.0242... Generator Loss: 1.0386
Epoch 1/2... Discriminator Loss: 1.9654... Generator Loss: 0.5371
Epoch 1/2... Discriminator Loss: 2.0567... Generator Loss: 4.4950
Epoch 1/2... Discriminator Loss: 1.7392... Generator Loss: 0.5078
Epoch 1/2... Discriminator Loss: 1.0687... Generator Loss: 1.6049
Epoch 1/2... Discriminator Loss: 0.9944... Generator Loss: 2.1480
Epoch 1/2... Discriminator Loss: 0.9531... Generator Loss: 0.9266
Epoch 1/2... Discriminator Loss: 0.9223... Generator Loss: 3.6162
Epoch 1/2... Discriminator Loss: 0.9330... Generator Loss: 0.7963
Epoch 1/2... Discriminator Loss: 0.5775... Generator Loss: 3.7543
Epoch 1/2... Discriminator Loss: 0.3434... Generator Loss: 2.8589
Epoch 1/2... Discriminator Loss: 0.7378... Generator Loss: 1.1613
Epoch 1/2... Discriminator Loss: 0.4124... Generator Loss: 3.1113
Epoch 1/2... Discriminator Loss: 0.5182... Generator Loss: 2.4766
Epoch 1/2... Discriminator Loss: 0.5874... Generator Loss: 1.9463
Epoch 1/2... Discriminator Loss: 0.8432... Generator Loss: 1.4986
Epoch 1/2... Discriminator Loss: 0.8171... Generator Loss: 2.8493
Epoch 1/2... Discriminator Loss: 2.2350... Generator Loss: 0.2579
Epoch 1/2... Discriminator Loss: 1.8900... Generator Loss: 7.7615
Epoch 1/2... Discriminator Loss: 0.7209... Generator Loss: 1.7359
Epoch 1/2... Discriminator Loss: 1.6128... Generator Loss: 0.6117
Epoch 1/2... Discriminator Loss: 0.8759... Generator Loss: 4.9313
Epoch 1/2... Discriminator Loss: 0.5491... Generator Loss: 3.0535
Epoch 1/2... Discriminator Loss: 0.9904... Generator Loss: 1.1328
Epoch 1/2... Discriminator Loss: 0.6181... Generator Loss: 2.2152
Epoch 1/2... Discriminator Loss: 0.5137... Generator Loss: 2.1671
Epoch 1/2... Discriminator Loss: 0.7325... Generator Loss: 1.4738
Epoch 1/2... Discriminator Loss: 0.7064... Generator Loss: 1.6743
Epoch 1/2... Discriminator Loss: 0.6499... Generator Loss: 2.7511
Epoch 1/2... Discriminator Loss: 0.8648... Generator Loss: 1.2592
Epoch 1/2... Discriminator Loss: 0.5771... Generator Loss: 1.8075
Epoch 1/2... Discriminator Loss: 0.5574... Generator Loss: 2.1804
Epoch 1/2... Discriminator Loss: 1.5358... Generator Loss: 0.4704
Epoch 1/2... Discriminator Loss: 0.5451... Generator Loss: 3.1766
Epoch 1/2... Discriminator Loss: 0.7197... Generator Loss: 1.7637
Epoch 1/2... Discriminator Loss: 0.6276... Generator Loss: 1.5679
Epoch 1/2... Discriminator Loss: 0.3480... Generator Loss: 3.1418
Epoch 1/2... Discriminator Loss: 0.3187... Generator Loss: 2.7092
Epoch 1/2... Discriminator Loss: 0.6737... Generator Loss: 1.3757
Epoch 1/2... Discriminator Loss: 0.6446... Generator Loss: 2.3232
Epoch 1/2... Discriminator Loss: 0.7577... Generator Loss: 1.6346
Epoch 1/2... Discriminator Loss: 0.6025... Generator Loss: 1.9806
Epoch 1/2... Discriminator Loss: 0.9857... Generator Loss: 2.0052
Epoch 1/2... Discriminator Loss: 2.0596... Generator Loss: 0.3938
Epoch 1/2... Discriminator Loss: 1.2853... Generator Loss: 3.8886
Epoch 1/2... Discriminator Loss: 3.1436... Generator Loss: 0.2697
Epoch 1/2... Discriminator Loss: 1.2184... Generator Loss: 4.9603
Epoch 1/2... Discriminator Loss: 1.1041... Generator Loss: 1.9372
Epoch 1/2... Discriminator Loss: 0.6877... Generator Loss: 1.3853
Epoch 1/2... Discriminator Loss: 0.3756... Generator Loss: 3.1682
Epoch 1/2... Discriminator Loss: 0.3396... Generator Loss: 2.4184
Epoch 1/2... Discriminator Loss: 1.3222... Generator Loss: 0.5173
Epoch 1/2... Discriminator Loss: 0.7023... Generator Loss: 3.3340
Epoch 1/2... Discriminator Loss: 0.6606... Generator Loss: 1.7004
Epoch 1/2... Discriminator Loss: 0.8921... Generator Loss: 1.3772
Epoch 1/2... Discriminator Loss: 0.8121... Generator Loss: 2.8122
Epoch 1/2... Discriminator Loss: 0.8265... Generator Loss: 1.3052
Epoch 1/2... Discriminator Loss: 0.5800... Generator Loss: 2.7694
Epoch 1/2... Discriminator Loss: 0.9760... Generator Loss: 1.0902
Epoch 1/2... Discriminator Loss: 0.5467... Generator Loss: 3.1060
Epoch 1/2... Discriminator Loss: 0.4407... Generator Loss: 2.6519
Epoch 1/2... Discriminator Loss: 0.8232... Generator Loss: 1.4453
Epoch 1/2... Discriminator Loss: 0.6295... Generator Loss: 2.2725
Epoch 1/2... Discriminator Loss: 0.7183... Generator Loss: 1.7872
Epoch 1/2... Discriminator Loss: 0.6596... Generator Loss: 2.7511
Epoch 1/2... Discriminator Loss: 0.4759... Generator Loss: 1.8041
Epoch 1/2... Discriminator Loss: 0.3830... Generator Loss: 2.4068
Epoch 1/2... Discriminator Loss: 0.4632... Generator Loss: 2.1064
Epoch 1/2... Discriminator Loss: 0.3246... Generator Loss: 2.2282
Epoch 1/2... Discriminator Loss: 0.2970... Generator Loss: 2.7924
Epoch 1/2... Discriminator Loss: 0.1279... Generator Loss: 3.7062
Epoch 1/2... Discriminator Loss: 1.0524... Generator Loss: 0.7418
Epoch 1/2... Discriminator Loss: 0.8091... Generator Loss: 6.5472
Epoch 1/2... Discriminator Loss: 1.5596... Generator Loss: 0.9001
Epoch 1/2... Discriminator Loss: 0.8133... Generator Loss: 3.0461
Epoch 1/2... Discriminator Loss: 0.9789... Generator Loss: 1.5142
Epoch 1/2... Discriminator Loss: 0.6176... Generator Loss: 1.9477
Epoch 1/2... Discriminator Loss: 1.1638... Generator Loss: 0.7703
Epoch 1/2... Discriminator Loss: 1.0247... Generator Loss: 4.8432
Epoch 1/2... Discriminator Loss: 2.4802... Generator Loss: 0.1498
Epoch 1/2... Discriminator Loss: 2.3397... Generator Loss: 7.4714
Epoch 1/2... Discriminator Loss: 0.2604... Generator Loss: 4.5886
Epoch 1/2... Discriminator Loss: 0.3400... Generator Loss: 1.8673
Epoch 1/2... Discriminator Loss: 0.4414... Generator Loss: 1.4751
Epoch 1/2... Discriminator Loss: 0.2075... Generator Loss: 2.7304
Epoch 1/2... Discriminator Loss: 0.2680... Generator Loss: 2.7776
Epoch 1/2... Discriminator Loss: 0.3473... Generator Loss: 1.9261
Epoch 1/2... Discriminator Loss: 0.6032... Generator Loss: 1.1342
Epoch 1/2... Discriminator Loss: 0.5485... Generator Loss: 2.1126
Epoch 1/2... Discriminator Loss: 0.6499... Generator Loss: 1.3468

Epoch 1/2... Discriminator Loss: 0.8784... Generator Loss: 1.0399
Epoch 1/2... Discriminator Loss: 0.5799... Generator Loss: 4.5077
Epoch 1/2... Discriminator Loss: 0.3364... Generator Loss: 3.2252
Epoch 1/2... Discriminator Loss: 0.7379... Generator Loss: 1.6153
Epoch 1/2... Discriminator Loss: 0.7562... Generator Loss: 3.4577
Epoch 1/2... Discriminator Loss: 0.6853... Generator Loss: 1.3018
Epoch 1/2... Discriminator Loss: 0.4775... Generator Loss: 2.1305
Epoch 1/2... Discriminator Loss: 0.5048... Generator Loss: 2.9902
Epoch 1/2... Discriminator Loss: 1.8533... Generator Loss: 0.3491
Epoch 1/2... Discriminator Loss: 1.6619... Generator Loss: 6.3422
Epoch 1/2... Discriminator Loss: 1.0749... Generator Loss: 1.2410
Epoch 1/2... Discriminator Loss: 0.8764... Generator Loss: 1.1207
Epoch 1/2... Discriminator Loss: 0.8448... Generator Loss: 2.4473
Epoch 1/2... Discriminator Loss: 1.1984... Generator Loss: 0.8314
Epoch 1/2... Discriminator Loss: 0.8071... Generator Loss: 3.8910
Epoch 1/2... Discriminator Loss: 0.8564... Generator Loss: 1.6158
Epoch 1/2... Discriminator Loss: 0.9587... Generator Loss: 1.0878
Epoch 1/2... Discriminator Loss: 0.5134... Generator Loss: 4.0406
Epoch 1/2... Discriminator Loss: 0.3226... Generator Loss: 3.4003
Epoch 1/2... Discriminator Loss: 0.6514... Generator Loss: 1.1962
Epoch 1/2... Discriminator Loss: 0.3160... Generator Loss: 2.4735
Epoch 1/2... Discriminator Loss: 0.5396... Generator Loss: 2.1053
Epoch 1/2... Discriminator Loss: 0.7608... Generator Loss: 1.0833
Epoch 1/2... Discriminator Loss: 0.9208... Generator Loss: 1.1861
Epoch 1/2... Discriminator Loss: 0.6778... Generator Loss: 1.8305
Epoch 1/2... Discriminator Loss: 0.7959... Generator Loss: 1.0458
Epoch 1/2... Discriminator Loss: 0.6459... Generator Loss: 2.8018
Epoch 1/2... Discriminator Loss: 1.1545... Generator Loss: 0.6260
Epoch 1/2... Discriminator Loss: 1.2330... Generator Loss: 5.5014
Epoch 1/2... Discriminator Loss: 0.8010... Generator Loss: 1.5220
Epoch 1/2... Discriminator Loss: 0.5251... Generator Loss: 1.7148
Epoch 1/2... Discriminator Loss: 0.3267... Generator Loss: 4.0948
Epoch 1/2... Discriminator Loss: 0.3119... Generator Loss: 2.5453
Epoch 1/2... Discriminator Loss: 0.4529... Generator Loss: 1.8265
Epoch 1/2... Discriminator Loss: 0.3611... Generator Loss: 2.1114
Epoch 1/2... Discriminator Loss: 0.4367... Generator Loss: 2.9159
Epoch 1/2... Discriminator Loss: 0.6762... Generator Loss: 1.1098
Epoch 1/2... Discriminator Loss: 0.4247... Generator Loss: 2.7774
Epoch 1/2... Discriminator Loss: 0.7759... Generator Loss: 1.2297
Epoch 1/2... Discriminator Loss: 0.9094... Generator Loss: 2.2349
Epoch 1/2... Discriminator Loss: 1.3372... Generator Loss: 0.7635
Epoch 1/2... Discriminator Loss: 0.7520... Generator Loss: 4.2928
Epoch 1/2... Discriminator Loss: 0.4546... Generator Loss: 2.6571
Epoch 1/2... Discriminator Loss: 1.0195... Generator Loss: 0.8949
Epoch 1/2... Discriminator Loss: 1.3066... Generator Loss: 4.5540
Epoch 1/2... Discriminator Loss: 0.8317... Generator Loss: 0.9621
Epoch 1/2... Discriminator Loss: 0.3328... Generator Loss: 2.2326
Epoch 1/2... Discriminator Loss: 0.5084... Generator Loss: 2.6375
Epoch 1/2... Discriminator Loss: 0.6293... Generator Loss: 1.6928
Epoch 1/2... Discriminator Loss: 0.4706... Generator Loss: 2.6272
Epoch 1/2... Discriminator Loss: 1.0711... Generator Loss: 0.9424
Epoch 1/2... Discriminator Loss: 1.0344... Generator Loss: 4.7384
Epoch 1/2... Discriminator Loss: 1.4291... Generator Loss: 0.5781
Epoch 1/2... Discriminator Loss: 1.1164... Generator Loss: 6.7267
Epoch 1/2... Discriminator Loss: 0.9304... Generator Loss: 1.4404
Epoch 1/2... Discriminator Loss: 0.6857... Generator Loss: 1.6501
Epoch 1/2... Discriminator Loss: 0.6776... Generator Loss: 3.2539
Epoch 1/2... Discriminator Loss: 1.5795... Generator Loss: 0.6383
Epoch 1/2... Discriminator Loss: 0.9815... Generator Loss: 2.5267
Epoch 1/2... Discriminator Loss: 0.5645... Generator Loss: 1.8573
Epoch 1/2... Discriminator Loss: 0.5984... Generator Loss: 1.4040
Epoch 1/2... Discriminator Loss: 0.5992... Generator Loss: 1.6572
Epoch 1/2... Discriminator Loss: 0.6364... Generator Loss: 2.1780
Epoch 1/2... Discriminator Loss: 0.5905... Generator Loss: 1.4728
Epoch 1/2... Discriminator Loss: 0.6917... Generator Loss: 1.4085
Epoch 1/2... Discriminator Loss: 0.5990... Generator Loss: 2.1817
Epoch 1/2... Discriminator Loss: 0.4646... Generator Loss: 1.9974
Epoch 1/2... Discriminator Loss: 0.5105... Generator Loss: 1.4911
Epoch 1/2... Discriminator Loss: 0.6393... Generator Loss: 1.2298
Epoch 1/2... Discriminator Loss: 0.7438... Generator Loss: 2.4570
Epoch 1/2... Discriminator Loss: 2.4387... Generator Loss: 0.2111
Epoch 1/2... Discriminator Loss: 0.6619... Generator Loss: 4.5843
Epoch 1/2... Discriminator Loss: 0.5911... Generator Loss: 3.6175
Epoch 1/2... Discriminator Loss: 0.5865... Generator Loss: 1.8818
Epoch 1/2... Discriminator Loss: 0.7978... Generator Loss: 1.2151
Epoch 1/2... Discriminator Loss: 0.8289... Generator Loss: 2.2578
Epoch 1/2... Discriminator Loss: 0.8408... Generator Loss: 1.2807
Epoch 1/2... Discriminator Loss: 0.8546... Generator Loss: 1.3692
Epoch 1/2... Discriminator Loss: 0.6050... Generator Loss: 2.6972
Epoch 1/2... Discriminator Loss: 1.1960... Generator Loss: 0.7232
Epoch 1/2... Discriminator Loss: 0.7099... Generator Loss: 2.9544
Epoch 1/2... Discriminator Loss: 1.0856... Generator Loss: 1.0599
Epoch 1/2... Discriminator Loss: 0.7666... Generator Loss: 2.1775
Epoch 1/2... Discriminator Loss: 0.5227... Generator Loss: 2.4006
Epoch 1/2... Discriminator Loss: 0.8042... Generator Loss: 1.1610
Epoch 1/2... Discriminator Loss: 0.4632... Generator Loss: 1.9489
Epoch 1/2... Discriminator Loss: 0.6599... Generator Loss: 2.8088
Epoch 1/2... Discriminator Loss: 0.7079... Generator Loss: 1.4160
Epoch 1/2... Discriminator Loss: 0.8818... Generator Loss: 1.2244
Epoch 1/2... Discriminator Loss: 0.5764... Generator Loss: 1.7710
Epoch 1/2... Discriminator Loss: 0.7093... Generator Loss: 1.7746
Epoch 1/2... Discriminator Loss: 1.3208... Generator Loss: 0.5334
Epoch 1/2... Discriminator Loss: 2.1142... Generator Loss: 5.8145
Epoch 1/2... Discriminator Loss: 1.0920... Generator Loss: 0.6710
Epoch 1/2... Discriminator Loss: 0.5563... Generator Loss: 1.5296
Epoch 1/2... Discriminator Loss: 0.5371... Generator Loss: 2.2163
Epoch 1/2... Discriminator Loss: 0.8076... Generator Loss: 1.0513
Epoch 1/2... Discriminator Loss: 0.6385... Generator Loss: 2.1413
Epoch 1/2... Discriminator Loss: 0.4558... Generator Loss: 1.6402
Epoch 1/2... Discriminator Loss: 0.6021... Generator Loss: 1.5892

Epoch 1/2... Discriminator Loss: 0.6465... Generator Loss: 1.4915
Epoch 1/2... Discriminator Loss: 0.5984... Generator Loss: 1.7977
Epoch 1/2... Discriminator Loss: 0.4966... Generator Loss: 2.2979
Epoch 1/2... Discriminator Loss: 0.7725... Generator Loss: 1.1673
Epoch 1/2... Discriminator Loss: 0.5270... Generator Loss: 2.1010
Epoch 1/2... Discriminator Loss: 0.5284... Generator Loss: 1.6318
Epoch 1/2... Discriminator Loss: 0.4965... Generator Loss: 1.9929
Epoch 1/2... Discriminator Loss: 0.5077... Generator Loss: 1.6013
Epoch 1/2... Discriminator Loss: 0.6594... Generator Loss: 1.7116
Epoch 1/2... Discriminator Loss: 0.6877... Generator Loss: 2.4002
Epoch 1/2... Discriminator Loss: 0.9200... Generator Loss: 1.0154
Epoch 1/2... Discriminator Loss: 1.0790... Generator Loss: 2.6465
Epoch 1/2... Discriminator Loss: 1.4669... Generator Loss: 0.4848
Epoch 1/2... Discriminator Loss: 1.6412... Generator Loss: 4.6871
Epoch 1/2... Discriminator Loss: 1.1043... Generator Loss: 0.7316
Epoch 1/2... Discriminator Loss: 0.7769... Generator Loss: 1.4978
Epoch 1/2... Discriminator Loss: 0.5909... Generator Loss: 2.3677
Epoch 1/2... Discriminator Loss: 0.6717... Generator Loss: 1.4772
Epoch 1/2... Discriminator Loss: 1.0817... Generator Loss: 0.7140
Epoch 1/2... Discriminator Loss: 1.4473... Generator Loss: 4.5971
Epoch 1/2... Discriminator Loss: 1.1613... Generator Loss: 0.7705
Epoch 1/2... Discriminator Loss: 0.5120... Generator Loss: 3.1896
Epoch 1/2... Discriminator Loss: 0.4742... Generator Loss: 2.2251
Epoch 1/2... Discriminator Loss: 0.8623... Generator Loss: 1.2156
Epoch 1/2... Discriminator Loss: 0.7494... Generator Loss: 1.8334
Epoch 1/2... Discriminator Loss: 0.7493... Generator Loss: 1.4212
Epoch 1/2... Discriminator Loss: 0.5708... Generator Loss: 2.2172
Epoch 1/2... Discriminator Loss: 0.3565... Generator Loss: 2.3924
Epoch 1/2... Discriminator Loss: 1.2721... Generator Loss: 0.4850
Epoch 1/2... Discriminator Loss: 1.2588... Generator Loss: 4.6645
Epoch 1/2... Discriminator Loss: 0.6818... Generator Loss: 1.4320
Epoch 1/2... Discriminator Loss: 0.8550... Generator Loss: 1.1142
Epoch 1/2... Discriminator Loss: 0.4494... Generator Loss: 2.8352
Epoch 1/2... Discriminator Loss: 0.6891... Generator Loss: 1.3747
Epoch 1/2... Discriminator Loss: 0.5962... Generator Loss: 1.9555
Epoch 1/2... Discriminator Loss: 0.6106... Generator Loss: 1.6918
Epoch 1/2... Discriminator Loss: 0.7950... Generator Loss: 1.0060
Epoch 1/2... Discriminator Loss: 0.6187... Generator Loss: 3.1349
Epoch 1/2... Discriminator Loss: 0.5945... Generator Loss: 1.5194
Epoch 1/2... Discriminator Loss: 0.5630... Generator Loss: 1.8774
Epoch 1/2... Discriminator Loss: 0.8030... Generator Loss: 1.0929
Epoch 1/2... Discriminator Loss: 0.5199... Generator Loss: 2.2489
Epoch 1/2... Discriminator Loss: 0.4195... Generator Loss: 1.9224
Epoch 1/2... Discriminator Loss: 0.4953... Generator Loss: 1.4994
Epoch 1/2... Discriminator Loss: 0.4986... Generator Loss: 2.3627
Epoch 1/2... Discriminator Loss: 0.6689... Generator Loss: 1.2888
Epoch 1/2... Discriminator Loss: 0.5737... Generator Loss: 2.1597
Epoch 1/2... Discriminator Loss: 0.9525... Generator Loss: 1.0641
Epoch 1/2... Discriminator Loss: 0.8803... Generator Loss: 1.3948
Epoch 1/2... Discriminator Loss: 0.5794... Generator Loss: 1.8829
Epoch 1/2... Discriminator Loss: 0.8963... Generator Loss: 0.9062
Epoch 1/2... Discriminator Loss: 0.7137... Generator Loss: 2.8711
Epoch 1/2... Discriminator Loss: 1.0646... Generator Loss: 0.9318
Epoch 1/2... Discriminator Loss: 0.9625... Generator Loss: 1.3461
Epoch 1/2... Discriminator Loss: 0.8575... Generator Loss: 2.9225
Epoch 1/2... Discriminator Loss: 2.3220... Generator Loss: 0.2017
Epoch 1/2... Discriminator Loss: 1.2704... Generator Loss: 4.2459
Epoch 1/2... Discriminator Loss: 1.3574... Generator Loss: 0.9987
Epoch 1/2... Discriminator Loss: 1.0265... Generator Loss: 1.3971
Epoch 1/2... Discriminator Loss: 0.9579... Generator Loss: 2.3527
Epoch 1/2... Discriminator Loss: 0.7980... Generator Loss: 1.0066
Epoch 1/2... Discriminator Loss: 0.5223... Generator Loss: 1.9430
Epoch 1/2... Discriminator Loss: 0.6573... Generator Loss: 1.4612
Epoch 1/2... Discriminator Loss: 0.6749... Generator Loss: 1.5147
Epoch 1/2... Discriminator Loss: 0.8657... Generator Loss: 1.3949
Epoch 1/2... Discriminator Loss: 2.4791... Generator Loss: 0.1870
Epoch 1/2... Discriminator Loss: 2.3726... Generator Loss: 3.2135
Epoch 1/2... Discriminator Loss: 1.3502... Generator Loss: 0.7134
Epoch 1/2... Discriminator Loss: 0.8257... Generator Loss: 1.4285
Epoch 1/2... Discriminator Loss: 0.8883... Generator Loss: 1.0934
Epoch 1/2... Discriminator Loss: 0.8168... Generator Loss: 1.4028
Epoch 1/2... Discriminator Loss: 0.8623... Generator Loss: 1.6657
Epoch 1/2... Discriminator Loss: 1.3623... Generator Loss: 0.4951
Epoch 1/2... Discriminator Loss: 0.9258... Generator Loss: 3.0179
Epoch 1/2... Discriminator Loss: 0.5949... Generator Loss: 1.2135
Epoch 1/2... Discriminator Loss: 0.5212... Generator Loss: 1.3326
Epoch 1/2... Discriminator Loss: 0.6277... Generator Loss: 2.1714
Epoch 1/2... Discriminator Loss: 0.7829... Generator Loss: 1.2096
Epoch 1/2... Discriminator Loss: 0.7677... Generator Loss: 1.5952
Epoch 1/2... Discriminator Loss: 0.9099... Generator Loss: 1.0634
Epoch 1/2... Discriminator Loss: 0.7450... Generator Loss: 1.6698
Epoch 1/2... Discriminator Loss: 0.8304... Generator Loss: 1.2562
Epoch 1/2... Discriminator Loss: 0.7576... Generator Loss: 1.7574
Epoch 1/2... Discriminator Loss: 1.1287... Generator Loss: 0.6260
Epoch 1/2... Discriminator Loss: 1.2767... Generator Loss: 3.2019
Epoch 1/2... Discriminator Loss: 1.8583... Generator Loss: 0.2937
Epoch 1/2... Discriminator Loss: 1.2982... Generator Loss: 3.5623
Epoch 1/2... Discriminator Loss: 0.5074... Generator Loss: 1.5835
Epoch 1/2... Discriminator Loss: 0.8254... Generator Loss: 0.9196
Epoch 1/2... Discriminator Loss: 0.6273... Generator Loss: 2.6446
Epoch 1/2... Discriminator Loss: 0.6691... Generator Loss: 1.3705
Epoch 1/2... Discriminator Loss: 0.7872... Generator Loss: 1.0686
Epoch 1/2... Discriminator Loss: 0.7340... Generator Loss: 2.2699
Epoch 1/2... Discriminator Loss: 0.9212... Generator Loss: 0.9568
Epoch 1/2... Discriminator Loss: 0.8141... Generator Loss: 1.2349
Epoch 1/2... Discriminator Loss: 0.7348... Generator Loss: 1.2222
Epoch 1/2... Discriminator Loss: 0.8505... Generator Loss: 1.1527
Epoch 1/2... Discriminator Loss: 0.9259... Generator Loss: 2.2325
Epoch 1/2... Discriminator Loss: 1.8020... Generator Loss: 0.3224
Epoch 1/2... Discriminator Loss: 1.4638... Generator Loss: 3.4395

Epoch 1/2... Discriminator Loss: 1.1816... Generator Loss: 0.7418
Epoch 1/2... Discriminator Loss: 0.7755... Generator Loss: 2.8265
Epoch 1/2... Discriminator Loss: 0.6062... Generator Loss: 1.9274
Epoch 1/2... Discriminator Loss: 0.5293... Generator Loss: 1.5256
Epoch 1/2... Discriminator Loss: 0.4582... Generator Loss: 2.0891
Epoch 1/2... Discriminator Loss: 0.7244... Generator Loss: 1.1798
Epoch 1/2... Discriminator Loss: 0.6767... Generator Loss: 1.3790
Epoch 1/2... Discriminator Loss: 0.6540... Generator Loss: 1.5909
Epoch 1/2... Discriminator Loss: 0.8939... Generator Loss: 0.9348
Epoch 1/2... Discriminator Loss: 0.9031... Generator Loss: 1.8552
Epoch 1/2... Discriminator Loss: 1.2965... Generator Loss: 0.6900
Epoch 1/2... Discriminator Loss: 1.2336... Generator Loss: 3.7162
Epoch 1/2... Discriminator Loss: 1.8754... Generator Loss: 0.3802
Epoch 1/2... Discriminator Loss: 0.6487... Generator Loss: 3.1278
Epoch 1/2... Discriminator Loss: 0.8559... Generator Loss: 0.9164
Epoch 1/2... Discriminator Loss: 0.8089... Generator Loss: 1.0743
Epoch 1/2... Discriminator Loss: 0.8207... Generator Loss: 1.2288
Epoch 1/2... Discriminator Loss: 0.7385... Generator Loss: 1.5603
Epoch 1/2... Discriminator Loss: 0.9520... Generator Loss: 1.3672
Epoch 1/2... Discriminator Loss: 0.9868... Generator Loss: 0.9784
Epoch 1/2... Discriminator Loss: 0.9337... Generator Loss: 1.4078
Epoch 1/2... Discriminator Loss: 1.1744... Generator Loss: 1.0539
Epoch 1/2... Discriminator Loss: 1.1226... Generator Loss: 1.4554
Epoch 1/2... Discriminator Loss: 0.7533... Generator Loss: 1.3730
Epoch 1/2... Discriminator Loss: 0.7714... Generator Loss: 1.2983
Epoch 1/2... Discriminator Loss: 0.6867... Generator Loss: 1.3988
Epoch 1/2... Discriminator Loss: 0.4694... Generator Loss: 1.9033
Epoch 1/2... Discriminator Loss: 0.5972... Generator Loss: 1.5680
Epoch 1/2... Discriminator Loss: 0.5710... Generator Loss: 1.4902
Epoch 1/2... Discriminator Loss: 0.7845... Generator Loss: 1.0942
Epoch 1/2... Discriminator Loss: 0.9105... Generator Loss: 2.0219
Epoch 1/2... Discriminator Loss: 1.1584... Generator Loss: 0.6760
Epoch 1/2... Discriminator Loss: 1.2766... Generator Loss: 3.1823
Epoch 1/2... Discriminator Loss: 1.7474... Generator Loss: 0.3729
Epoch 1/2... Discriminator Loss: 1.1299... Generator Loss: 3.7217
Epoch 1/2... Discriminator Loss: 0.7913... Generator Loss: 1.1589
Epoch 1/2... Discriminator Loss: 0.6377... Generator Loss: 1.2945
Epoch 1/2... Discriminator Loss: 0.5639... Generator Loss: 1.9844
Epoch 1/2... Discriminator Loss: 0.6585... Generator Loss: 1.3440
Epoch 1/2... Discriminator Loss: 0.5707... Generator Loss: 1.8888
Epoch 1/2... Discriminator Loss: 0.7388... Generator Loss: 1.2968
Epoch 1/2... Discriminator Loss: 1.0271... Generator Loss: 0.8108
Epoch 1/2... Discriminator Loss: 1.1905... Generator Loss: 2.5568
Epoch 1/2... Discriminator Loss: 1.1586... Generator Loss: 0.8247
Epoch 1/2... Discriminator Loss: 0.8643... Generator Loss: 3.0132
Epoch 1/2... Discriminator Loss: 1.0176... Generator Loss: 0.7230
Epoch 1/2... Discriminator Loss: 0.5175... Generator Loss: 1.6579
Epoch 1/2... Discriminator Loss: 0.7661... Generator Loss: 1.9561
Epoch 1/2... Discriminator Loss: 1.1420... Generator Loss: 0.6349
Epoch 1/2... Discriminator Loss: 0.6966... Generator Loss: 2.0708
Epoch 1/2... Discriminator Loss: 0.8134... Generator Loss: 1.1645
Epoch 1/2... Discriminator Loss: 0.7415... Generator Loss: 1.3943
Epoch 1/2... Discriminator Loss: 0.9370... Generator Loss: 0.9906
Epoch 1/2... Discriminator Loss: 0.8849... Generator Loss: 1.2313
Epoch 1/2... Discriminator Loss: 0.7893... Generator Loss: 1.6366
Epoch 1/2... Discriminator Loss: 1.3459... Generator Loss: 0.5753
Epoch 1/2... Discriminator Loss: 1.3775... Generator Loss: 2.9589
Epoch 1/2... Discriminator Loss: 2.0683... Generator Loss: 0.2594
Epoch 1/2... Discriminator Loss: 1.1124... Generator Loss: 2.9692
Epoch 1/2... Discriminator Loss: 0.7374... Generator Loss: 1.4311
Epoch 1/2... Discriminator Loss: 1.0594... Generator Loss: 0.7458
Epoch 1/2... Discriminator Loss: 0.9183... Generator Loss: 1.9613
Epoch 1/2... Discriminator Loss: 1.1107... Generator Loss: 0.8546
Epoch 1/2... Discriminator Loss: 0.8575... Generator Loss: 1.8986
Epoch 1/2... Discriminator Loss: 1.0734... Generator Loss: 0.7116
Epoch 1/2... Discriminator Loss: 0.9410... Generator Loss: 1.8101
Epoch 1/2... Discriminator Loss: 0.8093... Generator Loss: 1.1958
Epoch 1/2... Discriminator Loss: 0.9025... Generator Loss: 0.8796
Epoch 1/2... Discriminator Loss: 0.8342... Generator Loss: 1.8137
Epoch 1/2... Discriminator Loss: 0.9430... Generator Loss: 0.9012
Epoch 1/2... Discriminator Loss: 0.8616... Generator Loss: 1.6493
Epoch 1/2... Discriminator Loss: 0.8593... Generator Loss: 1.0209
Epoch 1/2... Discriminator Loss: 0.7024... Generator Loss: 1.1474
Epoch 1/2... Discriminator Loss: 0.7625... Generator Loss: 2.3073
Epoch 1/2... Discriminator Loss: 1.0725... Generator Loss: 0.6292
Epoch 1/2... Discriminator Loss: 0.6650... Generator Loss: 2.7572
Epoch 1/2... Discriminator Loss: 0.9627... Generator Loss: 0.7248
Epoch 1/2... Discriminator Loss: 0.5581... Generator Loss: 1.5351
Epoch 1/2... Discriminator Loss: 0.6374... Generator Loss: 2.0875
Epoch 1/2... Discriminator Loss: 0.9361... Generator Loss: 0.7604
Epoch 1/2... Discriminator Loss: 0.7721... Generator Loss: 1.7231
Epoch 1/2... Discriminator Loss: 1.1114... Generator Loss: 0.6583
Epoch 1/2... Discriminator Loss: 0.7143... Generator Loss: 2.4582
Epoch 1/2... Discriminator Loss: 1.0158... Generator Loss: 0.7998
Epoch 1/2... Discriminator Loss: 0.6292... Generator Loss: 2.3671
Epoch 1/2... Discriminator Loss: 0.7423... Generator Loss: 1.5139
Epoch 1/2... Discriminator Loss: 0.7456... Generator Loss: 1.4148
Epoch 1/2... Discriminator Loss: 0.8223... Generator Loss: 1.4297
Epoch 1/2... Discriminator Loss: 0.6817... Generator Loss: 1.3462
Epoch 1/2... Discriminator Loss: 0.8059... Generator Loss: 1.5058
Epoch 1/2... Discriminator Loss: 0.8918... Generator Loss: 1.0684
Epoch 1/2... Discriminator Loss: 0.8299... Generator Loss: 1.0127
Epoch 1/2... Discriminator Loss: 0.5954... Generator Loss: 1.6627
Epoch 1/2... Discriminator Loss: 0.6327... Generator Loss: 1.4359
Epoch 1/2... Discriminator Loss: 0.7543... Generator Loss: 1.1660
Epoch 1/2... Discriminator Loss: 0.6136... Generator Loss: 1.9849
Epoch 1/2... Discriminator Loss: 0.9151... Generator Loss: 0.9334
Epoch 1/2... Discriminator Loss: 0.8182... Generator Loss: 2.7828
Epoch 1/2... Discriminator Loss: 0.8940... Generator Loss: 0.9960
Epoch 1/2... Discriminator Loss: 0.6912... Generator Loss: 1.7027

Epoch 1/2... Discriminator Loss: 0.9223... Generator Loss: 1.0354
Epoch 1/2... Discriminator Loss: 0.8625... Generator Loss: 1.1549
Epoch 1/2... Discriminator Loss: 0.8423... Generator Loss: 2.2179
Epoch 1/2... Discriminator Loss: 1.3567... Generator Loss: 0.4764
Epoch 1/2... Discriminator Loss: 1.1709... Generator Loss: 2.8982
Epoch 1/2... Discriminator Loss: 0.9674... Generator Loss: 0.8705
Epoch 1/2... Discriminator Loss: 0.6469... Generator Loss: 2.8644
Epoch 1/2... Discriminator Loss: 1.5882... Generator Loss: 0.4824
Epoch 1/2... Discriminator Loss: 0.5759... Generator Loss: 2.7718
Epoch 1/2... Discriminator Loss: 0.8191... Generator Loss: 1.5419
Epoch 1/2... Discriminator Loss: 0.8621... Generator Loss: 1.0405
Epoch 1/2... Discriminator Loss: 0.9290... Generator Loss: 1.8384
Epoch 1/2... Discriminator Loss: 1.0818... Generator Loss: 0.6328
Epoch 1/2... Discriminator Loss: 1.0718... Generator Loss: 2.1929
Epoch 1/2... Discriminator Loss: 1.6049... Generator Loss: 0.4261
Epoch 1/2... Discriminator Loss: 0.9978... Generator Loss: 2.1730
Epoch 1/2... Discriminator Loss: 0.8209... Generator Loss: 1.2737
Epoch 1/2... Discriminator Loss: 0.8231... Generator Loss: 1.1360
Epoch 1/2... Discriminator Loss: 0.8591... Generator Loss: 1.2654
Epoch 1/2... Discriminator Loss: 0.8207... Generator Loss: 1.0193
Epoch 1/2... Discriminator Loss: 0.6265... Generator Loss: 1.7470
Epoch 1/2... Discriminator Loss: 0.8258... Generator Loss: 1.0936
Epoch 1/2... Discriminator Loss: 0.6754... Generator Loss: 1.6103
Epoch 1/2... Discriminator Loss: 0.7186... Generator Loss: 1.2972
Epoch 1/2... Discriminator Loss: 0.7600... Generator Loss: 1.1063
Epoch 1/2... Discriminator Loss: 0.6527... Generator Loss: 1.7079
Epoch 1/2... Discriminator Loss: 1.0513... Generator Loss: 0.6251
Epoch 1/2... Discriminator Loss: 1.2802... Generator Loss: 3.0483
Epoch 1/2... Discriminator Loss: 1.4407... Generator Loss: 0.4111
Epoch 1/2... Discriminator Loss: 0.8615... Generator Loss: 2.3999
Epoch 1/2... Discriminator Loss: 0.8148... Generator Loss: 1.2454
Epoch 1/2... Discriminator Loss: 0.6140... Generator Loss: 1.4494
Epoch 1/2... Discriminator Loss: 0.5922... Generator Loss: 1.7712
Epoch 1/2... Discriminator Loss: 0.9047... Generator Loss: 0.8182
Epoch 1/2... Discriminator Loss: 1.2916... Generator Loss: 3.0748
Epoch 1/2... Discriminator Loss: 1.2416... Generator Loss: 0.6274
Epoch 1/2... Discriminator Loss: 0.9913... Generator Loss: 1.3647
Epoch 1/2... Discriminator Loss: 0.9298... Generator Loss: 1.0682
Epoch 1/2... Discriminator Loss: 0.8865... Generator Loss: 2.0461
Epoch 1/2... Discriminator Loss: 0.9642... Generator Loss: 0.7615
Epoch 1/2... Discriminator Loss: 0.6452... Generator Loss: 2.3031
Epoch 1/2... Discriminator Loss: 0.8262... Generator Loss: 0.8531
Epoch 1/2... Discriminator Loss: 0.5287... Generator Loss: 1.6864
Epoch 1/2... Discriminator Loss: 0.5601... Generator Loss: 1.7805
Epoch 1/2... Discriminator Loss: 1.5332... Generator Loss: 0.3637
Epoch 1/2... Discriminator Loss: 1.5787... Generator Loss: 3.9403
Epoch 1/2... Discriminator Loss: 1.4866... Generator Loss: 0.5521
Epoch 1/2... Discriminator Loss: 0.7558... Generator Loss: 2.2403
Epoch 1/2... Discriminator Loss: 1.0650... Generator Loss: 0.8352
Epoch 1/2... Discriminator Loss: 0.7486... Generator Loss: 1.4641
Epoch 1/2... Discriminator Loss: 0.8145... Generator Loss: 1.3251
Epoch 1/2... Discriminator Loss: 0.7415... Generator Loss: 1.5860
Epoch 1/2... Discriminator Loss: 1.0043... Generator Loss: 0.8392
Epoch 1/2... Discriminator Loss: 0.5735... Generator Loss: 2.2096
Epoch 1/2... Discriminator Loss: 0.7850... Generator Loss: 1.0456
Epoch 1/2... Discriminator Loss: 0.6753... Generator Loss: 1.4777
Epoch 1/2... Discriminator Loss: 0.5777... Generator Loss: 1.6514
Epoch 1/2... Discriminator Loss: 0.6408... Generator Loss: 1.2636
Epoch 1/2... Discriminator Loss: 0.6411... Generator Loss: 2.4822
Epoch 1/2... Discriminator Loss: 1.0046... Generator Loss: 0.6831
Epoch 1/2... Discriminator Loss: 0.6470... Generator Loss: 2.7208
Epoch 1/2... Discriminator Loss: 0.7690... Generator Loss: 1.1009
Epoch 1/2... Discriminator Loss: 1.1776... Generator Loss: 0.6152
Epoch 1/2... Discriminator Loss: 2.7844... Generator Loss: 5.0930
Epoch 1/2... Discriminator Loss: 1.3548... Generator Loss: 0.5271
Epoch 1/2... Discriminator Loss: 0.9261... Generator Loss: 1.4935
Epoch 1/2... Discriminator Loss: 1.0043... Generator Loss: 1.3386
Epoch 1/2... Discriminator Loss: 0.9678... Generator Loss: 0.7617
Epoch 1/2... Discriminator Loss: 1.0159... Generator Loss: 1.8125
Epoch 1/2... Discriminator Loss: 1.0805... Generator Loss: 0.6925
Epoch 1/2... Discriminator Loss: 1.0300... Generator Loss: 1.3447
Epoch 1/2... Discriminator Loss: 0.9653... Generator Loss: 0.9706
Epoch 1/2... Discriminator Loss: 0.9041... Generator Loss: 1.8361
Epoch 1/2... Discriminator Loss: 1.3972... Generator Loss: 0.5365
Epoch 1/2... Discriminator Loss: 0.8358... Generator Loss: 2.0923
Epoch 1/2... Discriminator Loss: 1.1359... Generator Loss: 0.6509
Epoch 1/2... Discriminator Loss: 0.9489... Generator Loss: 2.3702
Epoch 1/2... Discriminator Loss: 1.0917... Generator Loss: 0.6472
Epoch 1/2... Discriminator Loss: 0.8979... Generator Loss: 1.6073
Epoch 1/2... Discriminator Loss: 1.2123... Generator Loss: 0.6046
Epoch 1/2... Discriminator Loss: 0.9002... Generator Loss: 2.5711
Epoch 1/2... Discriminator Loss: 0.6013... Generator Loss: 1.4018
Epoch 1/2... Discriminator Loss: 1.0801... Generator Loss: 0.6911
Epoch 1/2... Discriminator Loss: 0.8702... Generator Loss: 2.2295
Epoch 1/2... Discriminator Loss: 0.9218... Generator Loss: 0.9089
Epoch 1/2... Discriminator Loss: 0.7941... Generator Loss: 1.2757
Epoch 1/2... Discriminator Loss: 1.0304... Generator Loss: 1.0302
Epoch 1/2... Discriminator Loss: 0.8944... Generator Loss: 0.9528
Epoch 1/2... Discriminator Loss: 0.8070... Generator Loss: 1.9301
Epoch 1/2... Discriminator Loss: 1.5805... Generator Loss: 0.4758
Epoch 1/2... Discriminator Loss: 1.1991... Generator Loss: 3.0569
Epoch 1/2... Discriminator Loss: 1.1858... Generator Loss: 0.5712
Epoch 1/2... Discriminator Loss: 1.0785... Generator Loss: 2.3337
Epoch 1/2... Discriminator Loss: 1.7927... Generator Loss: 0.2929
Epoch 1/2... Discriminator Loss: 1.2850... Generator Loss: 2.9769
Epoch 1/2... Discriminator Loss: 0.7372... Generator Loss: 1.0696
Epoch 1/2... Discriminator Loss: 0.9776... Generator Loss: 0.7800
Epoch 1/2... Discriminator Loss: 0.8007... Generator Loss: 2.1906
Epoch 1/2... Discriminator Loss: 0.9112... Generator Loss: 0.8504
Epoch 1/2... Discriminator Loss: 0.9107... Generator Loss: 1.6013

Epoch 1/2... Discriminator Loss: 0.9653... Generator Loss: 0.8254
Epoch 1/2... Discriminator Loss: 0.8630... Generator Loss: 1.2201
Epoch 1/2... Discriminator Loss: 0.8525... Generator Loss: 1.1168
Epoch 1/2... Discriminator Loss: 0.7384... Generator Loss: 1.4032
Epoch 1/2... Discriminator Loss: 1.3029... Generator Loss: 0.4882
Epoch 1/2... Discriminator Loss: 0.6542... Generator Loss: 2.6581
Epoch 1/2... Discriminator Loss: 1.1151... Generator Loss: 0.6232
Epoch 1/2... Discriminator Loss: 0.8472... Generator Loss: 1.0469
Epoch 1/2... Discriminator Loss: 0.7893... Generator Loss: 1.9974
Epoch 1/2... Discriminator Loss: 1.5927... Generator Loss: 0.4358
Epoch 1/2... Discriminator Loss: 1.0533... Generator Loss: 4.0051
Epoch 1/2... Discriminator Loss: 1.4786... Generator Loss: 0.5119
Epoch 1/2... Discriminator Loss: 0.9413... Generator Loss: 1.4111
Epoch 1/2... Discriminator Loss: 0.9051... Generator Loss: 1.4750
Epoch 1/2... Discriminator Loss: 0.9533... Generator Loss: 0.7686
Epoch 1/2... Discriminator Loss: 0.9360... Generator Loss: 2.1175
Epoch 1/2... Discriminator Loss: 2.0522... Generator Loss: 0.2008
Epoch 1/2... Discriminator Loss: 3.8822... Generator Loss: 6.3465
Epoch 1/2... Discriminator Loss: 1.7423... Generator Loss: 0.5361
Epoch 1/2... Discriminator Loss: 1.3972... Generator Loss: 1.4506
Epoch 1/2... Discriminator Loss: 1.5888... Generator Loss: 0.9161
Epoch 1/2... Discriminator Loss: 1.4326... Generator Loss: 0.6347
Epoch 1/2... Discriminator Loss: 1.1937... Generator Loss: 2.0737
Epoch 1/2... Discriminator Loss: 1.1005... Generator Loss: 0.7157
Epoch 1/2... Discriminator Loss: 0.6928... Generator Loss: 1.5381
Epoch 1/2... Discriminator Loss: 0.6956... Generator Loss: 1.4872
Epoch 1/2... Discriminator Loss: 0.7840... Generator Loss: 0.9382
Epoch 1/2... Discriminator Loss: 0.9009... Generator Loss: 1.0956
Epoch 1/2... Discriminator Loss: 0.8805... Generator Loss: 0.9640
Epoch 1/2... Discriminator Loss: 0.7039... Generator Loss: 1.3226
Epoch 1/2... Discriminator Loss: 0.9035... Generator Loss: 0.8221
Epoch 1/2... Discriminator Loss: 0.8127... Generator Loss: 1.5323
Epoch 1/2... Discriminator Loss: 0.9629... Generator Loss: 0.9450
Epoch 1/2... Discriminator Loss: 0.9721... Generator Loss: 1.0252
Epoch 1/2... Discriminator Loss: 0.7828... Generator Loss: 1.6436
Epoch 1/2... Discriminator Loss: 0.7636... Generator Loss: 1.0962
Epoch 1/2... Discriminator Loss: 0.7242... Generator Loss: 1.4298
Epoch 1/2... Discriminator Loss: 0.8088... Generator Loss: 1.1250
Epoch 1/2... Discriminator Loss: 0.7282... Generator Loss: 1.0680
Epoch 1/2... Discriminator Loss: 0.4392... Generator Loss: 2.4523
Epoch 1/2... Discriminator Loss: 2.5263... Generator Loss: 0.2022
Epoch 1/2... Discriminator Loss: 2.6304... Generator Loss: 5.0591
Epoch 1/2... Discriminator Loss: 1.1304... Generator Loss: 0.7094
Epoch 1/2... Discriminator Loss: 0.6786... Generator Loss: 1.2285
Epoch 1/2... Discriminator Loss: 0.7578... Generator Loss: 1.2712
Epoch 1/2... Discriminator Loss: 0.6512... Generator Loss: 1.5938
Epoch 1/2... Discriminator Loss: 0.9530... Generator Loss: 0.8290
Epoch 1/2... Discriminator Loss: 1.0415... Generator Loss: 0.8327
Epoch 1/2... Discriminator Loss: 0.6593... Generator Loss: 1.9306
Epoch 1/2... Discriminator Loss: 0.9281... Generator Loss: 0.8863
Epoch 1/2... Discriminator Loss: 0.8402... Generator Loss: 1.0573
Epoch 1/2... Discriminator Loss: 0.6461... Generator Loss: 1.8974
Epoch 1/2... Discriminator Loss: 0.6995... Generator Loss: 1.0912
Epoch 1/2... Discriminator Loss: 0.5287... Generator Loss: 1.7117
Epoch 1/2... Discriminator Loss: 0.7584... Generator Loss: 0.9277
Epoch 1/2... Discriminator Loss: 0.5797... Generator Loss: 1.3340
Epoch 1/2... Discriminator Loss: 0.6424... Generator Loss: 1.3912
Epoch 1/2... Discriminator Loss: 2.5835... Generator Loss: 0.1941
Epoch 1/2... Discriminator Loss: 2.1189... Generator Loss: 5.1698
Epoch 1/2... Discriminator Loss: 2.3356... Generator Loss: 0.3730
Epoch 1/2... Discriminator Loss: 0.7230... Generator Loss: 1.4510
Epoch 1/2... Discriminator Loss: 1.0899... Generator Loss: 2.0995
Epoch 1/2... Discriminator Loss: 1.5685... Generator Loss: 0.4512
Epoch 1/2... Discriminator Loss: 1.3354... Generator Loss: 1.2706
Epoch 1/2... Discriminator Loss: 1.1564... Generator Loss: 1.0946
Epoch 1/2... Discriminator Loss: 1.3080... Generator Loss: 0.6539
Epoch 1/2... Discriminator Loss: 1.0132... Generator Loss: 2.0075
Epoch 1/2... Discriminator Loss: 0.7457... Generator Loss: 1.3515
Epoch 1/2... Discriminator Loss: 1.4475... Generator Loss: 0.5273
Epoch 1/2... Discriminator Loss: 1.1699... Generator Loss: 1.4677
Epoch 1/2... Discriminator Loss: 0.9373... Generator Loss: 0.9103
Epoch 1/2... Discriminator Loss: 0.9491... Generator Loss: 1.9773
Epoch 1/2... Discriminator Loss: 1.1014... Generator Loss: 0.7281
Epoch 1/2... Discriminator Loss: 0.8683... Generator Loss: 1.6598
Epoch 1/2... Discriminator Loss: 0.7889... Generator Loss: 1.1943
Epoch 1/2... Discriminator Loss: 1.0103... Generator Loss: 0.7480
Epoch 1/2... Discriminator Loss: 0.8363... Generator Loss: 2.3683
Epoch 1/2... Discriminator Loss: 0.6512... Generator Loss: 1.1878
Epoch 1/2... Discriminator Loss: 0.8004... Generator Loss: 0.9914
Epoch 1/2... Discriminator Loss: 0.6835... Generator Loss: 1.8382
Epoch 1/2... Discriminator Loss: 0.8031... Generator Loss: 0.8569
Epoch 1/2... Discriminator Loss: 0.7569... Generator Loss: 1.5500
Epoch 1/2... Discriminator Loss: 1.0166... Generator Loss: 0.6469
Epoch 1/2... Discriminator Loss: 0.9161... Generator Loss: 1.3221
Epoch 1/2... Discriminator Loss: 1.0585... Generator Loss: 1.1637
Epoch 1/2... Discriminator Loss: 1.0560... Generator Loss: 0.8079
Epoch 1/2... Discriminator Loss: 0.8619... Generator Loss: 1.4561
Epoch 1/2... Discriminator Loss: 0.8376... Generator Loss: 1.1881
Epoch 1/2... Discriminator Loss: 0.7406... Generator Loss: 1.0739
Epoch 1/2... Discriminator Loss: 0.7330... Generator Loss: 1.1283
Epoch 1/2... Discriminator Loss: 0.7335... Generator Loss: 1.0260
Epoch 1/2... Discriminator Loss: 0.7067... Generator Loss: 1.2326
Epoch 1/2... Discriminator Loss: 0.7978... Generator Loss: 0.9344
Epoch 1/2... Discriminator Loss: 0.7410... Generator Loss: 1.4081
Epoch 1/2... Discriminator Loss: 0.7398... Generator Loss: 0.9408
Epoch 1/2... Discriminator Loss: 0.7002... Generator Loss: 1.6063
Epoch 1/2... Discriminator Loss: 1.2575... Generator Loss: 0.5408
Epoch 1/2... Discriminator Loss: 0.7472... Generator Loss: 1.9495
Epoch 1/2... Discriminator Loss: 0.9299... Generator Loss: 0.8362
Epoch 1/2... Discriminator Loss: 0.7818... Generator Loss: 1.1236

Epoch 1/2... Discriminator Loss: 0.8413... Generator Loss: 1.1118
Epoch 1/2... Discriminator Loss: 0.7878... Generator Loss: 0.9885
Epoch 1/2... Discriminator Loss: 0.8105... Generator Loss: 1.7585
Epoch 1/2... Discriminator Loss: 0.9134... Generator Loss: 0.7779
Epoch 1/2... Discriminator Loss: 1.2577... Generator Loss: 2.4017
Epoch 1/2... Discriminator Loss: 1.8457... Generator Loss: 0.2498
Epoch 1/2... Discriminator Loss: 2.8795... Generator Loss: 4.1917
Epoch 1/2... Discriminator Loss: 1.4097... Generator Loss: 0.5177
Epoch 1/2... Discriminator Loss: 1.1407... Generator Loss: 0.7416
Epoch 1/2... Discriminator Loss: 1.4232... Generator Loss: 1.6307
Epoch 1/2... Discriminator Loss: 1.1550... Generator Loss: 0.5938
Epoch 1/2... Discriminator Loss: 1.0881... Generator Loss: 0.8448
Epoch 1/2... Discriminator Loss: 0.9207... Generator Loss: 1.1504
Epoch 1/2... Discriminator Loss: 0.9236... Generator Loss: 1.0014
Epoch 1/2... Discriminator Loss: 0.9677... Generator Loss: 0.8123
Epoch 1/2... Discriminator Loss: 0.9304... Generator Loss: 1.6468
Epoch 1/2... Discriminator Loss: 1.8061... Generator Loss: 0.2864
Epoch 1/2... Discriminator Loss: 1.0887... Generator Loss: 3.7359
Epoch 1/2... Discriminator Loss: 0.7552... Generator Loss: 1.0496
Epoch 1/2... Discriminator Loss: 0.8351... Generator Loss: 0.9138
Epoch 1/2... Discriminator Loss: 0.9004... Generator Loss: 1.8987
Epoch 1/2... Discriminator Loss: 1.2297... Generator Loss: 0.5431
Epoch 1/2... Discriminator Loss: 0.6671... Generator Loss: 1.5727
Epoch 1/2... Discriminator Loss: 0.7074... Generator Loss: 1.5603
Epoch 1/2... Discriminator Loss: 0.8883... Generator Loss: 0.7951
Epoch 1/2... Discriminator Loss: 0.7515... Generator Loss: 1.2558
Epoch 1/2... Discriminator Loss: 0.8041... Generator Loss: 1.1608
Epoch 1/2... Discriminator Loss: 0.9070... Generator Loss: 0.9126
Epoch 1/2... Discriminator Loss: 0.9421... Generator Loss: 0.7958
Epoch 1/2... Discriminator Loss: 0.8351... Generator Loss: 1.2152
Epoch 1/2... Discriminator Loss: 0.7195... Generator Loss: 1.3319
Epoch 1/2... Discriminator Loss: 0.9593... Generator Loss: 0.7476
Epoch 1/2... Discriminator Loss: 0.7738... Generator Loss: 1.8888
Epoch 1/2... Discriminator Loss: 0.8943... Generator Loss: 0.7695
Epoch 1/2... Discriminator Loss: 0.5622... Generator Loss: 1.8419
Epoch 1/2... Discriminator Loss: 1.0167... Generator Loss: 0.6802
Epoch 1/2... Discriminator Loss: 0.5401... Generator Loss: 2.0828
Output after epoch: 1

CelebA¶

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

batch_size = 64
z_dim = 100
learning_rate = 0.002
beta1 = 0.5


"""
DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
"""
epochs = 1

celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
with tf.Graph().as_default():
    train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
          celeba_dataset.shape, celeba_dataset.image_mode)

Epoch 1/1... Discriminator Loss: 15.6470... Generator Loss: 0.0000
Epoch 1/1... Discriminator Loss: 3.7631... Generator Loss: 14.7864
Epoch 1/1... Discriminator Loss: 14.2372... Generator Loss: 0.0000
Epoch 1/1... Discriminator Loss: 0.3086... Generator Loss: 7.1124
Epoch 1/1... Discriminator Loss: 0.2654... Generator Loss: 3.1786
Epoch 1/1... Discriminator Loss: 19.3873... Generator Loss: 0.0000
Epoch 1/1... Discriminator Loss: 2.1525... Generator Loss: 2.4735
Epoch 1/1... Discriminator Loss: 0.2086... Generator Loss: 2.2542
Epoch 1/1... Discriminator Loss: 0.4203... Generator Loss: 1.1796
Epoch 1/1... Discriminator Loss: 0.1006... Generator Loss: 3.5308
Epoch 1/1... Discriminator Loss: 0.3408... Generator Loss: 1.4305
Epoch 1/1... Discriminator Loss: 0.1504... Generator Loss: 4.1274
Epoch 1/1... Discriminator Loss: 0.5347... Generator Loss: 1.1696
Epoch 1/1... Discriminator Loss: 0.3186... Generator Loss: 6.0924
Epoch 1/1... Discriminator Loss: 2.3598... Generator Loss: 0.1696
Epoch 1/1... Discriminator Loss: 3.7609... Generator Loss: 16.5948
Epoch 1/1... Discriminator Loss: 0.2707... Generator Loss: 12.6460
Epoch 1/1... Discriminator Loss: 0.1187... Generator Loss: 4.6683
Epoch 1/1... Discriminator Loss: 3.0854... Generator Loss: 0.0697
Epoch 1/1... Discriminator Loss: 0.6597... Generator Loss: 10.3374
Epoch 1/1... Discriminator Loss: 0.4237... Generator Loss: 6.5651
Epoch 1/1... Discriminator Loss: 0.1965... Generator Loss: 2.6109
Epoch 1/1... Discriminator Loss: 0.5140... Generator Loss: 1.0029
Epoch 1/1... Discriminator Loss: 0.0674... Generator Loss: 5.5653
Epoch 1/1... Discriminator Loss: 0.1412... Generator Loss: 4.0860
Epoch 1/1... Discriminator Loss: 0.8743... Generator Loss: 0.7959
Epoch 1/1... Discriminator Loss: 0.7278... Generator Loss: 8.5874
Epoch 1/1... Discriminator Loss: 0.2791... Generator Loss: 7.1334
Epoch 1/1... Discriminator Loss: 1.0462... Generator Loss: 1.5370
Epoch 1/1... Discriminator Loss: 1.6435... Generator Loss: 2.3365
Epoch 1/1... Discriminator Loss: 3.7989... Generator Loss: 7.5754
Epoch 1/1... Discriminator Loss: 2.1801... Generator Loss: 1.8574
Epoch 1/1... Discriminator Loss: 1.7136... Generator Loss: 0.4290
Epoch 1/1... Discriminator Loss: 0.2237... Generator Loss: 4.8580
Epoch 1/1... Discriminator Loss: 0.9213... Generator Loss: 2.6079
Epoch 1/1... Discriminator Loss: 1.0206... Generator Loss: 1.5567
Epoch 1/1... Discriminator Loss: 0.5642... Generator Loss: 1.8658
Epoch 1/1... Discriminator Loss: 0.2843... Generator Loss: 2.6378
Epoch 1/1... Discriminator Loss: 2.1416... Generator Loss: 0.2549
Epoch 1/1... Discriminator Loss: 5.4868... Generator Loss: 9.2971
Epoch 1/1... Discriminator Loss: 0.6335... Generator Loss: 3.5855
Epoch 1/1... Discriminator Loss: 3.2434... Generator Loss: 0.5535
Epoch 1/1... Discriminator Loss: 0.6516... Generator Loss: 1.3695
Epoch 1/1... Discriminator Loss: 0.9882... Generator Loss: 3.8542
Epoch 1/1... Discriminator Loss: 0.7921... Generator Loss: 0.8827
Epoch 1/1... Discriminator Loss: 0.5471... Generator Loss: 1.5740
Epoch 1/1... Discriminator Loss: 0.5617... Generator Loss: 2.5019
Epoch 1/1... Discriminator Loss: 0.9368... Generator Loss: 1.0080
Epoch 1/1... Discriminator Loss: 0.2513... Generator Loss: 3.1663
Epoch 1/1... Discriminator Loss: 0.3982... Generator Loss: 1.8438
Epoch 1/1... Discriminator Loss: 0.5091... Generator Loss: 1.4811
Epoch 1/1... Discriminator Loss: 0.6098... Generator Loss: 1.7179
Epoch 1/1... Discriminator Loss: 0.4497... Generator Loss: 2.6208
Epoch 1/1... Discriminator Loss: 0.9215... Generator Loss: 0.6582
Epoch 1/1... Discriminator Loss: 2.0433... Generator Loss: 7.9823
Epoch 1/1... Discriminator Loss: 2.0788... Generator Loss: 0.2751
Epoch 1/1... Discriminator Loss: 0.8872... Generator Loss: 5.8357
Epoch 1/1... Discriminator Loss: 0.3745... Generator Loss: 3.8972
Epoch 1/1... Discriminator Loss: 1.6854... Generator Loss: 1.2342
Epoch 1/1... Discriminator Loss: 0.6961... Generator Loss: 4.2998
Epoch 1/1... Discriminator Loss: 0.4171... Generator Loss: 3.0768
Epoch 1/1... Discriminator Loss: 1.3091... Generator Loss: 0.5912
Epoch 1/1... Discriminator Loss: 1.0176... Generator Loss: 6.6804
Epoch 1/1... Discriminator Loss: 0.0820... Generator Loss: 4.5781
Epoch 1/1... Discriminator Loss: 0.6177... Generator Loss: 0.9050
Epoch 1/1... Discriminator Loss: 0.0663... Generator Loss: 4.7449
Epoch 1/1... Discriminator Loss: 0.1922... Generator Loss: 4.5463
Epoch 1/1... Discriminator Loss: 0.2581... Generator Loss: 1.9238
Epoch 1/1... Discriminator Loss: 0.3993... Generator Loss: 2.1712
Epoch 1/1... Discriminator Loss: 0.5172... Generator Loss: 1.4816
Epoch 1/1... Discriminator Loss: 0.6553... Generator Loss: 1.9357
Epoch 1/1... Discriminator Loss: 0.2693... Generator Loss: 3.9273
Epoch 1/1... Discriminator Loss: 2.4348... Generator Loss: 0.2514
Epoch 1/1... Discriminator Loss: 10.1757... Generator Loss: 16.2451
Epoch 1/1... Discriminator Loss: 2.1544... Generator Loss: 8.6082
Epoch 1/1... Discriminator Loss: 0.3733... Generator Loss: 3.2190
Epoch 1/1... Discriminator Loss: 0.6883... Generator Loss: 0.8651
Epoch 1/1... Discriminator Loss: 0.3051... Generator Loss: 1.7275
Epoch 1/1... Discriminator Loss: 0.1895... Generator Loss: 2.7610
Epoch 1/1... Discriminator Loss: 0.1960... Generator Loss: 2.6660
Epoch 1/1... Discriminator Loss: 0.4037... Generator Loss: 1.7367
Epoch 1/1... Discriminator Loss: 0.5190... Generator Loss: 1.4509
Epoch 1/1... Discriminator Loss: 0.4473... Generator Loss: 2.1105
Epoch 1/1... Discriminator Loss: 0.4975... Generator Loss: 1.7910
Epoch 1/1... Discriminator Loss: 0.5607... Generator Loss: 1.3148
Epoch 1/1... Discriminator Loss: 0.4732... Generator Loss: 2.2841
Epoch 1/1... Discriminator Loss: 0.8600... Generator Loss: 0.7592
Epoch 1/1... Discriminator Loss: 0.4941... Generator Loss: 2.2527
Epoch 1/1... Discriminator Loss: 1.5099... Generator Loss: 0.3432
Epoch 1/1... Discriminator Loss: 4.0484... Generator Loss: 8.4369
Epoch 1/1... Discriminator Loss: 1.6399... Generator Loss: 5.0981
Epoch 1/1... Discriminator Loss: 0.8534... Generator Loss: 0.6982
Epoch 1/1... Discriminator Loss: 0.3854... Generator Loss: 1.9899
Epoch 1/1... Discriminator Loss: 0.1264... Generator Loss: 3.6412
Epoch 1/1... Discriminator Loss: 0.1366... Generator Loss: 3.5695
Epoch 1/1... Discriminator Loss: 0.1953... Generator Loss: 2.3238
Epoch 1/1... Discriminator Loss: 0.5432... Generator Loss: 1.3069
Epoch 1/1... Discriminator Loss: 0.4186... Generator Loss: 2.1239
Epoch 1/1... Discriminator Loss: 0.4981... Generator Loss: 1.6426
Epoch 1/1... Discriminator Loss: 0.5173... Generator Loss: 1.7597

Epoch 1/1... Discriminator Loss: 0.2935... Generator Loss: 2.5318
Epoch 1/1... Discriminator Loss: 0.2382... Generator Loss: 2.5352
Epoch 1/1... Discriminator Loss: 0.1460... Generator Loss: 3.7676
Epoch 1/1... Discriminator Loss: 0.0874... Generator Loss: 3.2736
Epoch 1/1... Discriminator Loss: 0.2395... Generator Loss: 1.8547
Epoch 1/1... Discriminator Loss: 0.1238... Generator Loss: 3.2127
Epoch 1/1... Discriminator Loss: 0.4554... Generator Loss: 1.2286
Epoch 1/1... Discriminator Loss: 0.5893... Generator Loss: 7.0060
Epoch 1/1... Discriminator Loss: 1.7057... Generator Loss: 0.3400
Epoch 1/1... Discriminator Loss: 1.4427... Generator Loss: 10.1220
Epoch 1/1... Discriminator Loss: 0.0936... Generator Loss: 4.0510
Epoch 1/1... Discriminator Loss: 2.0162... Generator Loss: 0.2077
Epoch 1/1... Discriminator Loss: 0.9114... Generator Loss: 5.7744
Epoch 1/1... Discriminator Loss: 0.2118... Generator Loss: 3.7664
Epoch 1/1... Discriminator Loss: 0.4844... Generator Loss: 1.4259
Epoch 1/1... Discriminator Loss: 0.3028... Generator Loss: 1.9712
Epoch 1/1... Discriminator Loss: 0.2746... Generator Loss: 2.1912
Epoch 1/1... Discriminator Loss: 1.3411... Generator Loss: 0.5313
Epoch 1/1... Discriminator Loss: 3.6061... Generator Loss: 11.9968
Epoch 1/1... Discriminator Loss: 0.0800... Generator Loss: 6.0812
Epoch 1/1... Discriminator Loss: 0.4074... Generator Loss: 1.7191
Epoch 1/1... Discriminator Loss: 1.0265... Generator Loss: 0.8748
Epoch 1/1... Discriminator Loss: 0.4981... Generator Loss: 4.8988
Epoch 1/1... Discriminator Loss: 0.3222... Generator Loss: 3.7299
Epoch 1/1... Discriminator Loss: 0.2551... Generator Loss: 2.4451
Epoch 1/1... Discriminator Loss: 0.3983... Generator Loss: 1.4367
Epoch 1/1... Discriminator Loss: 0.3551... Generator Loss: 3.0564
Epoch 1/1... Discriminator Loss: 0.2489... Generator Loss: 2.1276
Epoch 1/1... Discriminator Loss: 0.1320... Generator Loss: 2.9795
Epoch 1/1... Discriminator Loss: 0.1170... Generator Loss: 3.0701
Epoch 1/1... Discriminator Loss: 0.3174... Generator Loss: 1.5865
Epoch 1/1... Discriminator Loss: 0.1548... Generator Loss: 3.0527
Epoch 1/1... Discriminator Loss: 0.3406... Generator Loss: 1.5342
Epoch 1/1... Discriminator Loss: 0.2430... Generator Loss: 3.5090
Epoch 1/1... Discriminator Loss: 0.5725... Generator Loss: 1.1374
Epoch 1/1... Discriminator Loss: 2.8957... Generator Loss: 8.1691
Epoch 1/1... Discriminator Loss: 2.5231... Generator Loss: 0.1063
Epoch 1/1... Discriminator Loss: 1.3109... Generator Loss: 8.4882
Epoch 1/1... Discriminator Loss: 0.2497... Generator Loss: 7.0957
Epoch 1/1... Discriminator Loss: 0.1670... Generator Loss: 3.0349
Epoch 1/1... Discriminator Loss: 2.3906... Generator Loss: 0.2080
Epoch 1/1... Discriminator Loss: 1.3328... Generator Loss: 0.7099
Epoch 1/1... Discriminator Loss: 2.6489... Generator Loss: 3.4877
Epoch 1/1... Discriminator Loss: 2.4895... Generator Loss: 0.3491
Epoch 1/1... Discriminator Loss: 6.5870... Generator Loss: 10.8399
Epoch 1/1... Discriminator Loss: 0.3362... Generator Loss: 5.8157
Epoch 1/1... Discriminator Loss: 0.3618... Generator Loss: 1.8951
Epoch 1/1... Discriminator Loss: 0.4985... Generator Loss: 1.2027
Epoch 1/1... Discriminator Loss: 0.2861... Generator Loss: 1.9879
Epoch 1/1... Discriminator Loss: 0.3254... Generator Loss: 4.1101
Epoch 1/1... Discriminator Loss: 0.2898... Generator Loss: 2.0388
Epoch 1/1... Discriminator Loss: 0.3576... Generator Loss: 1.6003
Epoch 1/1... Discriminator Loss: 0.4032... Generator Loss: 2.1323
Epoch 1/1... Discriminator Loss: 0.2178... Generator Loss: 2.5585
Epoch 1/1... Discriminator Loss: 0.3367... Generator Loss: 2.0457
Epoch 1/1... Discriminator Loss: 0.3410... Generator Loss: 1.8445
Epoch 1/1... Discriminator Loss: 0.6464... Generator Loss: 1.1071
Epoch 1/1... Discriminator Loss: 0.6537... Generator Loss: 5.8143
Epoch 1/1... Discriminator Loss: 0.3480... Generator Loss: 1.4818
Epoch 1/1... Discriminator Loss: 0.8532... Generator Loss: 0.7677
Epoch 1/1... Discriminator Loss: 0.5607... Generator Loss: 5.1597
Epoch 1/1... Discriminator Loss: 0.1263... Generator Loss: 2.7623
Epoch 1/1... Discriminator Loss: 0.0704... Generator Loss: 3.3771
Epoch 1/1... Discriminator Loss: 3.0387... Generator Loss: 0.0842
Epoch 1/1... Discriminator Loss: 5.7996... Generator Loss: 8.3790
Epoch 1/1... Discriminator Loss: 0.8539... Generator Loss: 5.8092
Epoch 1/1... Discriminator Loss: 0.4196... Generator Loss: 1.4944
Epoch 1/1... Discriminator Loss: 1.5832... Generator Loss: 0.2880
Epoch 1/1... Discriminator Loss: 0.6997... Generator Loss: 2.1714
Epoch 1/1... Discriminator Loss: 0.8606... Generator Loss: 1.6321
Epoch 1/1... Discriminator Loss: 1.9771... Generator Loss: 0.3382
Epoch 1/1... Discriminator Loss: 1.5284... Generator Loss: 4.2738
Epoch 1/1... Discriminator Loss: 0.5468... Generator Loss: 2.5144
Epoch 1/1... Discriminator Loss: 0.4207... Generator Loss: 1.4853
Epoch 1/1... Discriminator Loss: 0.4207... Generator Loss: 1.3544
Epoch 1/1... Discriminator Loss: 0.3582... Generator Loss: 1.8272
Epoch 1/1... Discriminator Loss: 0.4773... Generator Loss: 1.7253
Epoch 1/1... Discriminator Loss: 0.5122... Generator Loss: 1.4254
Epoch 1/1... Discriminator Loss: 0.4786... Generator Loss: 1.7209
Epoch 1/1... Discriminator Loss: 0.6959... Generator Loss: 1.1620
Epoch 1/1... Discriminator Loss: 0.4825... Generator Loss: 1.8061
Epoch 1/1... Discriminator Loss: 0.2375... Generator Loss: 3.0058
Epoch 1/1... Discriminator Loss: 0.0812... Generator Loss: 5.1343
Epoch 1/1... Discriminator Loss: 0.1994... Generator Loss: 2.3720
Epoch 1/1... Discriminator Loss: 0.2459... Generator Loss: 2.0699
Epoch 1/1... Discriminator Loss: 0.3452... Generator Loss: 1.5214
Epoch 1/1... Discriminator Loss: 0.2230... Generator Loss: 2.3224
Epoch 1/1... Discriminator Loss: 0.3376... Generator Loss: 1.9728
Epoch 1/1... Discriminator Loss: 0.4371... Generator Loss: 1.4537
Epoch 1/1... Discriminator Loss: 0.4135... Generator Loss: 1.8650
Epoch 1/1... Discriminator Loss: 0.3210... Generator Loss: 2.5162
Epoch 1/1... Discriminator Loss: 0.5578... Generator Loss: 1.5202
Epoch 1/1... Discriminator Loss: 0.6565... Generator Loss: 2.6980
Epoch 1/1... Discriminator Loss: 0.2011... Generator Loss: 3.1648
Epoch 1/1... Discriminator Loss: 2.3557... Generator Loss: 0.1467
Epoch 1/1... Discriminator Loss: 2.7617... Generator Loss: 8.4866
Epoch 1/1... Discriminator Loss: 0.5183... Generator Loss: 4.5790
Epoch 1/1... Discriminator Loss: 0.6667... Generator Loss: 1.1433
Epoch 1/1... Discriminator Loss: 1.0359... Generator Loss: 0.6248
Epoch 1/1... Discriminator Loss: 0.8279... Generator Loss: 3.7512

Epoch 1/1... Discriminator Loss: 0.7892... Generator Loss: 1.2317
Epoch 1/1... Discriminator Loss: 0.6351... Generator Loss: 2.0722
Epoch 1/1... Discriminator Loss: 0.5846... Generator Loss: 1.4791
Epoch 1/1... Discriminator Loss: 0.2155... Generator Loss: 3.3058
Epoch 1/1... Discriminator Loss: 0.6040... Generator Loss: 1.3314
Epoch 1/1... Discriminator Loss: 0.5401... Generator Loss: 3.7328
Epoch 1/1... Discriminator Loss: 2.5283... Generator Loss: 0.0903
Epoch 1/1... Discriminator Loss: 5.0077... Generator Loss: 7.8588
Epoch 1/1... Discriminator Loss: 0.5027... Generator Loss: 2.3432
Epoch 1/1... Discriminator Loss: 1.3514... Generator Loss: 0.3772
Epoch 1/1... Discriminator Loss: 1.2308... Generator Loss: 1.5594
Epoch 1/1... Discriminator Loss: 1.1445... Generator Loss: 1.2769
Epoch 1/1... Discriminator Loss: 1.0539... Generator Loss: 1.1669
Epoch 1/1... Discriminator Loss: 1.3280... Generator Loss: 1.4881
Epoch 1/1... Discriminator Loss: 0.7991... Generator Loss: 1.4743
Epoch 1/1... Discriminator Loss: 0.4956... Generator Loss: 1.9591
Epoch 1/1... Discriminator Loss: 0.6892... Generator Loss: 1.7338
Epoch 1/1... Discriminator Loss: 0.5903... Generator Loss: 1.5370
Epoch 1/1... Discriminator Loss: 0.4826... Generator Loss: 1.5385
Epoch 1/1... Discriminator Loss: 0.4389... Generator Loss: 1.5784
Epoch 1/1... Discriminator Loss: 0.7133... Generator Loss: 2.4291
Epoch 1/1... Discriminator Loss: 2.1944... Generator Loss: 0.1413
Epoch 1/1... Discriminator Loss: 2.6125... Generator Loss: 5.0488
Epoch 1/1... Discriminator Loss: 0.7748... Generator Loss: 1.3464
Epoch 1/1... Discriminator Loss: 1.6551... Generator Loss: 0.4921
Epoch 1/1... Discriminator Loss: 0.7855... Generator Loss: 2.0446
Epoch 1/1... Discriminator Loss: 1.2922... Generator Loss: 0.7718
Epoch 1/1... Discriminator Loss: 0.7702... Generator Loss: 2.4831
Epoch 1/1... Discriminator Loss: 0.6640... Generator Loss: 1.0480
Epoch 1/1... Discriminator Loss: 0.5705... Generator Loss: 1.4137
Epoch 1/1... Discriminator Loss: 0.7701... Generator Loss: 1.7934
Epoch 1/1... Discriminator Loss: 1.7901... Generator Loss: 0.5596
Epoch 1/1... Discriminator Loss: 2.1652... Generator Loss: 4.1577
Epoch 1/1... Discriminator Loss: 0.8419... Generator Loss: 1.2617
Epoch 1/1... Discriminator Loss: 0.7868... Generator Loss: 1.0839
Epoch 1/1... Discriminator Loss: 1.0383... Generator Loss: 2.4261
Epoch 1/1... Discriminator Loss: 2.6055... Generator Loss: 0.1071
Epoch 1/1... Discriminator Loss: 2.1631... Generator Loss: 3.4597
Epoch 1/1... Discriminator Loss: 1.0542... Generator Loss: 2.4246
Epoch 1/1... Discriminator Loss: 1.0837... Generator Loss: 0.8272
Epoch 1/1... Discriminator Loss: 1.1208... Generator Loss: 1.3579
Epoch 1/1... Discriminator Loss: 0.7186... Generator Loss: 1.5951
Epoch 1/1... Discriminator Loss: 1.6558... Generator Loss: 0.3121
Epoch 1/1... Discriminator Loss: 2.5981... Generator Loss: 4.5068
Epoch 1/1... Discriminator Loss: 1.3575... Generator Loss: 1.2270
Epoch 1/1... Discriminator Loss: 1.5514... Generator Loss: 0.5330
Epoch 1/1... Discriminator Loss: 1.0517... Generator Loss: 2.1296
Epoch 1/1... Discriminator Loss: 1.1435... Generator Loss: 0.7469
Epoch 1/1... Discriminator Loss: 1.0578... Generator Loss: 1.6313
Epoch 1/1... Discriminator Loss: 0.7899... Generator Loss: 1.1863
Epoch 1/1... Discriminator Loss: 0.6669... Generator Loss: 1.1589
Epoch 1/1... Discriminator Loss: 0.6323... Generator Loss: 1.3403
Epoch 1/1... Discriminator Loss: 0.7696... Generator Loss: 0.8791
Epoch 1/1... Discriminator Loss: 1.0568... Generator Loss: 3.0749
Epoch 1/1... Discriminator Loss: 0.7754... Generator Loss: 1.6470
Epoch 1/1... Discriminator Loss: 0.4259... Generator Loss: 1.9083
Epoch 1/1... Discriminator Loss: 0.3213... Generator Loss: 2.4364
Epoch 1/1... Discriminator Loss: 0.9599... Generator Loss: 0.6014
Epoch 1/1... Discriminator Loss: 0.9131... Generator Loss: 2.0867
Epoch 1/1... Discriminator Loss: 0.3068... Generator Loss: 2.0111
Epoch 1/1... Discriminator Loss: 0.4019... Generator Loss: 1.4193
Epoch 1/1... Discriminator Loss: 0.1739... Generator Loss: 3.0336
Epoch 1/1... Discriminator Loss: 0.3527... Generator Loss: 1.4836
Epoch 1/1... Discriminator Loss: 0.2461... Generator Loss: 2.3985
Epoch 1/1... Discriminator Loss: 0.1478... Generator Loss: 3.3477
Epoch 1/1... Discriminator Loss: 0.3040... Generator Loss: 1.8825
Epoch 1/1... Discriminator Loss: 0.3713... Generator Loss: 1.7765
Epoch 1/1... Discriminator Loss: 0.4968... Generator Loss: 1.6116
Epoch 1/1... Discriminator Loss: 0.4989... Generator Loss: 1.2636
Epoch 1/1... Discriminator Loss: 0.7292... Generator Loss: 2.4836
Epoch 1/1... Discriminator Loss: 0.4127... Generator Loss: 1.6446
Epoch 1/1... Discriminator Loss: 0.1937... Generator Loss: 2.1298
Epoch 1/1... Discriminator Loss: 0.6090... Generator Loss: 1.4097
Epoch 1/1... Discriminator Loss: 0.1507... Generator Loss: 4.1821
Epoch 1/1... Discriminator Loss: 0.3274... Generator Loss: 1.6940
Epoch 1/1... Discriminator Loss: 0.9626... Generator Loss: 0.5968
Epoch 1/1... Discriminator Loss: 5.0356... Generator Loss: 6.1057
Epoch 1/1... Discriminator Loss: 2.8198... Generator Loss: 0.7336
Epoch 1/1... Discriminator Loss: 1.2571... Generator Loss: 0.5270
Epoch 1/1... Discriminator Loss: 1.2390... Generator Loss: 2.9453
Epoch 1/1... Discriminator Loss: 1.3496... Generator Loss: 0.6434
Epoch 1/1... Discriminator Loss: 0.9854... Generator Loss: 1.6039
Epoch 1/1... Discriminator Loss: 1.1994... Generator Loss: 0.7420
Epoch 1/1... Discriminator Loss: 1.3395... Generator Loss: 1.3725
Epoch 1/1... Discriminator Loss: 1.0592... Generator Loss: 1.4370
Epoch 1/1... Discriminator Loss: 1.2045... Generator Loss: 0.5539
Epoch 1/1... Discriminator Loss: 0.8848... Generator Loss: 1.8940
Epoch 1/1... Discriminator Loss: 0.8576... Generator Loss: 1.0111
Epoch 1/1... Discriminator Loss: 0.6951... Generator Loss: 1.5921
Epoch 1/1... Discriminator Loss: 1.7033... Generator Loss: 0.2669
Epoch 1/1... Discriminator Loss: 1.6790... Generator Loss: 2.8446
Epoch 1/1... Discriminator Loss: 1.2313... Generator Loss: 0.5835
Epoch 1/1... Discriminator Loss: 4.1238... Generator Loss: 3.7838
Epoch 1/1... Discriminator Loss: 1.4474... Generator Loss: 0.3351
Epoch 1/1... Discriminator Loss: 1.0295... Generator Loss: 2.4518
Epoch 1/1... Discriminator Loss: 0.9462... Generator Loss: 1.1871
Epoch 1/1... Discriminator Loss: 0.9202... Generator Loss: 1.3371
Epoch 1/1... Discriminator Loss: 1.4163... Generator Loss: 0.7248
Epoch 1/1... Discriminator Loss: 1.3307... Generator Loss: 0.9051
Epoch 1/1... Discriminator Loss: 1.3369... Generator Loss: 1.0821

Epoch 1/1... Discriminator Loss: 1.0154... Generator Loss: 0.8604
Epoch 1/1... Discriminator Loss: 1.1889... Generator Loss: 1.8643
Epoch 1/1... Discriminator Loss: 1.1893... Generator Loss: 0.4508
Epoch 1/1... Discriminator Loss: 1.4247... Generator Loss: 3.1676
Epoch 1/1... Discriminator Loss: 0.5221... Generator Loss: 1.3203
Epoch 1/1... Discriminator Loss: 0.8162... Generator Loss: 0.8462
Epoch 1/1... Discriminator Loss: 0.8729... Generator Loss: 2.0221
Epoch 1/1... Discriminator Loss: 1.2343... Generator Loss: 0.5785
Epoch 1/1... Discriminator Loss: 2.2843... Generator Loss: 2.8473
Epoch 1/1... Discriminator Loss: 2.0700... Generator Loss: 0.2435
Epoch 1/1... Discriminator Loss: 1.4206... Generator Loss: 2.9056
Epoch 1/1... Discriminator Loss: 1.0143... Generator Loss: 0.8262
Epoch 1/1... Discriminator Loss: 0.9079... Generator Loss: 0.9825
Epoch 1/1... Discriminator Loss: 0.7992... Generator Loss: 1.7330
Epoch 1/1... Discriminator Loss: 0.7767... Generator Loss: 1.1167
Epoch 1/1... Discriminator Loss: 0.8947... Generator Loss: 1.0957
Epoch 1/1... Discriminator Loss: 0.8432... Generator Loss: 1.8884
Epoch 1/1... Discriminator Loss: 0.7635... Generator Loss: 1.0172
Epoch 1/1... Discriminator Loss: 0.4729... Generator Loss: 1.6378
Epoch 1/1... Discriminator Loss: 0.9789... Generator Loss: 0.7909
Epoch 1/1... Discriminator Loss: 1.2890... Generator Loss: 3.2143
Epoch 1/1... Discriminator Loss: 1.5426... Generator Loss: 0.3341
Epoch 1/1... Discriminator Loss: 0.6851... Generator Loss: 2.7886
Epoch 1/1... Discriminator Loss: 0.5446... Generator Loss: 1.7602
Epoch 1/1... Discriminator Loss: 0.4351... Generator Loss: 1.6624
Epoch 1/1... Discriminator Loss: 0.6175... Generator Loss: 1.8630
Epoch 1/1... Discriminator Loss: 0.7256... Generator Loss: 0.8842
Epoch 1/1... Discriminator Loss: 0.7773... Generator Loss: 2.0340
Epoch 1/1... Discriminator Loss: 1.6858... Generator Loss: 0.4447
Epoch 1/1... Discriminator Loss: 1.9657... Generator Loss: 3.2470
Epoch 1/1... Discriminator Loss: 1.2391... Generator Loss: 0.8751
Epoch 1/1... Discriminator Loss: 1.8063... Generator Loss: 0.4577
Epoch 1/1... Discriminator Loss: 1.3346... Generator Loss: 1.8011
Epoch 1/1... Discriminator Loss: 1.3447... Generator Loss: 1.1997
Epoch 1/1... Discriminator Loss: 1.3923... Generator Loss: 0.5269
Epoch 1/1... Discriminator Loss: 1.1969... Generator Loss: 1.2923
Epoch 1/1... Discriminator Loss: 0.9736... Generator Loss: 1.3046
Epoch 1/1... Discriminator Loss: 1.0457... Generator Loss: 0.8408
Epoch 1/1... Discriminator Loss: 0.9021... Generator Loss: 1.6752
Epoch 1/1... Discriminator Loss: 1.1290... Generator Loss: 0.6258
Epoch 1/1... Discriminator Loss: 1.4470... Generator Loss: 3.4568
Epoch 1/1... Discriminator Loss: 1.4816... Generator Loss: 0.3509
Epoch 1/1... Discriminator Loss: 1.0605... Generator Loss: 1.5602
Epoch 1/1... Discriminator Loss: 0.9849... Generator Loss: 1.0645
Epoch 1/1... Discriminator Loss: 1.0198... Generator Loss: 0.8360
Epoch 1/1... Discriminator Loss: 1.0521... Generator Loss: 1.5177
Epoch 1/1... Discriminator Loss: 1.2326... Generator Loss: 0.5202
Epoch 1/1... Discriminator Loss: 0.8983... Generator Loss: 1.6041
Epoch 1/1... Discriminator Loss: 1.1361... Generator Loss: 0.7594
Epoch 1/1... Discriminator Loss: 1.2546... Generator Loss: 1.0570
Epoch 1/1... Discriminator Loss: 1.5779... Generator Loss: 0.4634
Epoch 1/1... Discriminator Loss: 2.0525... Generator Loss: 2.7616
Epoch 1/1... Discriminator Loss: 1.6746... Generator Loss: 0.3283
Epoch 1/1... Discriminator Loss: 1.1480... Generator Loss: 1.4492
Epoch 1/1... Discriminator Loss: 1.1842... Generator Loss: 0.9007
Epoch 1/1... Discriminator Loss: 0.8728... Generator Loss: 2.0777
Epoch 1/1... Discriminator Loss: 0.8402... Generator Loss: 1.1560
Epoch 1/1... Discriminator Loss: 0.7596... Generator Loss: 1.1002
Epoch 1/1... Discriminator Loss: 0.8960... Generator Loss: 1.4572
Epoch 1/1... Discriminator Loss: 1.2857... Generator Loss: 0.5006
Epoch 1/1... Discriminator Loss: 0.8920... Generator Loss: 2.0019
Epoch 1/1... Discriminator Loss: 0.9613... Generator Loss: 1.1834
Epoch 1/1... Discriminator Loss: 0.7968... Generator Loss: 1.0025
Epoch 1/1... Discriminator Loss: 0.8728... Generator Loss: 2.5581
Epoch 1/1... Discriminator Loss: 1.3848... Generator Loss: 0.5707
Epoch 1/1... Discriminator Loss: 2.2572... Generator Loss: 3.5743
Epoch 1/1... Discriminator Loss: 1.3693... Generator Loss: 0.5193
Epoch 1/1... Discriminator Loss: 1.2204... Generator Loss: 1.0197
Epoch 1/1... Discriminator Loss: 1.4531... Generator Loss: 1.5782
Epoch 1/1... Discriminator Loss: 1.8437... Generator Loss: 0.3629
Epoch 1/1... Discriminator Loss: 2.1815... Generator Loss: 3.7030
Epoch 1/1... Discriminator Loss: 2.0541... Generator Loss: 0.4389
Epoch 1/1... Discriminator Loss: 1.4151... Generator Loss: 1.7195
Epoch 1/1... Discriminator Loss: 1.3546... Generator Loss: 0.9241
Epoch 1/1... Discriminator Loss: 1.3602... Generator Loss: 0.6180
Epoch 1/1... Discriminator Loss: 1.3923... Generator Loss: 1.0668
Epoch 1/1... Discriminator Loss: 1.2913... Generator Loss: 0.7228
Epoch 1/1... Discriminator Loss: 1.0911... Generator Loss: 0.8527
Epoch 1/1... Discriminator Loss: 1.1890... Generator Loss: 1.0270
Epoch 1/1... Discriminator Loss: 1.0832... Generator Loss: 0.9495
Epoch 1/1... Discriminator Loss: 0.9888... Generator Loss: 1.1815
Epoch 1/1... Discriminator Loss: 1.1093... Generator Loss: 0.7084
Epoch 1/1... Discriminator Loss: 1.2241... Generator Loss: 2.4499
Epoch 1/1... Discriminator Loss: 1.4107... Generator Loss: 0.4232
Epoch 1/1... Discriminator Loss: 1.3890... Generator Loss: 2.0070
Epoch 1/1... Discriminator Loss: 1.3041... Generator Loss: 0.7936
Epoch 1/1... Discriminator Loss: 1.4274... Generator Loss: 0.6940
Epoch 1/1... Discriminator Loss: 1.5193... Generator Loss: 1.2880
Epoch 1/1... Discriminator Loss: 1.3825... Generator Loss: 0.5700
Epoch 1/1... Discriminator Loss: 1.3775... Generator Loss: 1.2168
Epoch 1/1... Discriminator Loss: 1.5512... Generator Loss: 0.5309
Epoch 1/1... Discriminator Loss: 1.2601... Generator Loss: 1.6740
Epoch 1/1... Discriminator Loss: 1.1037... Generator Loss: 0.7214
Epoch 1/1... Discriminator Loss: 0.8831... Generator Loss: 1.3611
Epoch 1/1... Discriminator Loss: 0.9840... Generator Loss: 0.8310
Epoch 1/1... Discriminator Loss: 0.7661... Generator Loss: 1.4843
Epoch 1/1... Discriminator Loss: 1.2116... Generator Loss: 0.5636
Epoch 1/1... Discriminator Loss: 0.8732... Generator Loss: 1.8716
Epoch 1/1... Discriminator Loss: 0.9936... Generator Loss: 0.7773
Epoch 1/1... Discriminator Loss: 1.1761... Generator Loss: 0.8834

Epoch 1/1... Discriminator Loss: 1.7785... Generator Loss: 0.9924
Epoch 1/1... Discriminator Loss: 1.3677... Generator Loss: 0.6893
Epoch 1/1... Discriminator Loss: 1.9730... Generator Loss: 2.4495
Epoch 1/1... Discriminator Loss: 2.5487... Generator Loss: 0.1509
Epoch 1/1... Discriminator Loss: 1.7365... Generator Loss: 2.3259
Epoch 1/1... Discriminator Loss: 0.8761... Generator Loss: 1.3328
Epoch 1/1... Discriminator Loss: 0.9628... Generator Loss: 0.6602
Epoch 1/1... Discriminator Loss: 0.8969... Generator Loss: 1.2472
Epoch 1/1... Discriminator Loss: 1.1634... Generator Loss: 1.0316
Epoch 1/1... Discriminator Loss: 1.4232... Generator Loss: 0.5409
Epoch 1/1... Discriminator Loss: 1.3473... Generator Loss: 0.9817
Epoch 1/1... Discriminator Loss: 1.3908... Generator Loss: 0.7215
Epoch 1/1... Discriminator Loss: 1.3172... Generator Loss: 0.6388
Epoch 1/1... Discriminator Loss: 1.3845... Generator Loss: 1.2387
Epoch 1/1... Discriminator Loss: 1.2354... Generator Loss: 0.7207
Epoch 1/1... Discriminator Loss: 1.0063... Generator Loss: 1.0207
Epoch 1/1... Discriminator Loss: 0.9253... Generator Loss: 1.0235
Epoch 1/1... Discriminator Loss: 1.0019... Generator Loss: 1.4785
Epoch 1/1... Discriminator Loss: 1.1076... Generator Loss: 0.6521
Epoch 1/1... Discriminator Loss: 0.9410... Generator Loss: 1.3141
Epoch 1/1... Discriminator Loss: 1.0708... Generator Loss: 0.7786
Epoch 1/1... Discriminator Loss: 1.0834... Generator Loss: 1.2290
Epoch 1/1... Discriminator Loss: 1.2809... Generator Loss: 0.5378
Epoch 1/1... Discriminator Loss: 2.5405... Generator Loss: 3.3538
Epoch 1/1... Discriminator Loss: 1.3687... Generator Loss: 0.7453
Epoch 1/1... Discriminator Loss: 1.7504... Generator Loss: 0.3151
Epoch 1/1... Discriminator Loss: 1.0069... Generator Loss: 1.1503
Epoch 1/1... Discriminator Loss: 1.2155... Generator Loss: 1.1433
Epoch 1/1... Discriminator Loss: 1.0942... Generator Loss: 0.8022
Epoch 1/1... Discriminator Loss: 1.0021... Generator Loss: 0.9607
Epoch 1/1... Discriminator Loss: 1.3278... Generator Loss: 0.5295
Epoch 1/1... Discriminator Loss: 1.3098... Generator Loss: 2.2657
Epoch 1/1... Discriminator Loss: 0.7372... Generator Loss: 1.2022
Epoch 1/1... Discriminator Loss: 1.4508... Generator Loss: 0.4520
Epoch 1/1... Discriminator Loss: 1.3726... Generator Loss: 2.5432
Epoch 1/1... Discriminator Loss: 0.7963... Generator Loss: 0.9028
Epoch 1/1... Discriminator Loss: 1.0774... Generator Loss: 0.7106
Epoch 1/1... Discriminator Loss: 0.7976... Generator Loss: 1.4940
Epoch 1/1... Discriminator Loss: 0.9403... Generator Loss: 1.0412
Epoch 1/1... Discriminator Loss: 1.0988... Generator Loss: 0.9385
Epoch 1/1... Discriminator Loss: 1.1369... Generator Loss: 1.0438
Epoch 1/1... Discriminator Loss: 1.0032... Generator Loss: 0.8367
Epoch 1/1... Discriminator Loss: 1.0236... Generator Loss: 2.0238
Epoch 1/1... Discriminator Loss: 1.1316... Generator Loss: 0.6089
Epoch 1/1... Discriminator Loss: 1.0436... Generator Loss: 2.3878
Epoch 1/1... Discriminator Loss: 0.7469... Generator Loss: 1.0204
Epoch 1/1... Discriminator Loss: 0.9391... Generator Loss: 0.7488
Epoch 1/1... Discriminator Loss: 1.1748... Generator Loss: 1.9888
Epoch 1/1... Discriminator Loss: 0.8990... Generator Loss: 0.9828
Epoch 1/1... Discriminator Loss: 1.5009... Generator Loss: 0.6363
Epoch 1/1... Discriminator Loss: 1.3764... Generator Loss: 2.1363
Epoch 1/1... Discriminator Loss: 1.3631... Generator Loss: 0.3808
Epoch 1/1... Discriminator Loss: 2.1591... Generator Loss: 2.6777
Epoch 1/1... Discriminator Loss: 2.2888... Generator Loss: 0.1301
Epoch 1/1... Discriminator Loss: 0.8602... Generator Loss: 1.7620
Epoch 1/1... Discriminator Loss: 0.9154... Generator Loss: 1.8690
Epoch 1/1... Discriminator Loss: 1.0661... Generator Loss: 0.8662
Epoch 1/1... Discriminator Loss: 0.6887... Generator Loss: 1.1615
Epoch 1/1... Discriminator Loss: 0.9181... Generator Loss: 1.3065
Epoch 1/1... Discriminator Loss: 0.6852... Generator Loss: 1.2939
Epoch 1/1... Discriminator Loss: 0.9594... Generator Loss: 0.8759
Epoch 1/1... Discriminator Loss: 0.8489... Generator Loss: 2.2279
Epoch 1/1... Discriminator Loss: 1.2696... Generator Loss: 0.5843
Epoch 1/1... Discriminator Loss: 1.0044... Generator Loss: 2.0623
Epoch 1/1... Discriminator Loss: 0.6970... Generator Loss: 1.0078
Epoch 1/1... Discriminator Loss: 1.0121... Generator Loss: 1.6616
Epoch 1/1... Discriminator Loss: 1.5813... Generator Loss: 0.3027
Epoch 1/1... Discriminator Loss: 3.7974... Generator Loss: 4.8520
Epoch 1/1... Discriminator Loss: 1.1088... Generator Loss: 1.5938
Epoch 1/1... Discriminator Loss: 1.7156... Generator Loss: 0.3058
Epoch 1/1... Discriminator Loss: 2.2037... Generator Loss: 3.1682
Epoch 1/1... Discriminator Loss: 1.0086... Generator Loss: 1.0044
Epoch 1/1... Discriminator Loss: 1.3127... Generator Loss: 0.4593
Epoch 1/1... Discriminator Loss: 1.3575... Generator Loss: 1.6390
Epoch 1/1... Discriminator Loss: 1.2191... Generator Loss: 1.0103
Epoch 1/1... Discriminator Loss: 0.9552... Generator Loss: 0.7602
Epoch 1/1... Discriminator Loss: 0.8500... Generator Loss: 1.1540
Epoch 1/1... Discriminator Loss: 0.9455... Generator Loss: 0.9024
Epoch 1/1... Discriminator Loss: 0.8576... Generator Loss: 0.9182
Epoch 1/1... Discriminator Loss: 0.6871... Generator Loss: 1.1518
Epoch 1/1... Discriminator Loss: 0.6243... Generator Loss: 1.7232
Epoch 1/1... Discriminator Loss: 0.7116... Generator Loss: 0.9164
Epoch 1/1... Discriminator Loss: 0.7917... Generator Loss: 2.1210
Epoch 1/1... Discriminator Loss: 2.0167... Generator Loss: 0.2063
Epoch 1/1... Discriminator Loss: 3.5014... Generator Loss: 4.2330
Epoch 1/1... Discriminator Loss: 1.4379... Generator Loss: 1.0186
Epoch 1/1... Discriminator Loss: 1.7653... Generator Loss: 0.3221
Epoch 1/1... Discriminator Loss: 1.1508... Generator Loss: 1.2127
Epoch 1/1... Discriminator Loss: 1.1622... Generator Loss: 1.1641
Epoch 1/1... Discriminator Loss: 1.0334... Generator Loss: 0.8230
Epoch 1/1... Discriminator Loss: 0.9723... Generator Loss: 1.1122
Epoch 1/1... Discriminator Loss: 0.9862... Generator Loss: 1.0048
Epoch 1/1... Discriminator Loss: 1.0045... Generator Loss: 1.0882
Epoch 1/1... Discriminator Loss: 1.0019... Generator Loss: 1.2631
Epoch 1/1... Discriminator Loss: 1.2661... Generator Loss: 0.6202
Epoch 1/1... Discriminator Loss: 1.1611... Generator Loss: 1.8879
Epoch 1/1... Discriminator Loss: 0.9772... Generator Loss: 0.8800
Epoch 1/1... Discriminator Loss: 0.9878... Generator Loss: 1.0206
Epoch 1/1... Discriminator Loss: 1.0007... Generator Loss: 1.0801
Epoch 1/1... Discriminator Loss: 1.0895... Generator Loss: 0.6948

Epoch 1/1... Discriminator Loss: 1.1014... Generator Loss: 1.9884
Epoch 1/1... Discriminator Loss: 0.9018... Generator Loss: 0.7059
Epoch 1/1... Discriminator Loss: 0.9149... Generator Loss: 0.8127
Epoch 1/1... Discriminator Loss: 0.7120... Generator Loss: 1.7835
Epoch 1/1... Discriminator Loss: 0.7511... Generator Loss: 1.1022
Epoch 1/1... Discriminator Loss: 1.0395... Generator Loss: 0.7079
Epoch 1/1... Discriminator Loss: 1.2176... Generator Loss: 1.9043
Epoch 1/1... Discriminator Loss: 1.4610... Generator Loss: 0.3634
Epoch 1/1... Discriminator Loss: 1.3124... Generator Loss: 1.9765
Epoch 1/1... Discriminator Loss: 1.0808... Generator Loss: 0.8775
Epoch 1/1... Discriminator Loss: 1.3771... Generator Loss: 0.5985
Epoch 1/1... Discriminator Loss: 1.5425... Generator Loss: 0.5680
Epoch 1/1... Discriminator Loss: 1.3335... Generator Loss: 1.3198
Epoch 1/1... Discriminator Loss: 1.3820... Generator Loss: 0.5599
Epoch 1/1... Discriminator Loss: 1.2314... Generator Loss: 2.1844
Epoch 1/1... Discriminator Loss: 2.0907... Generator Loss: 0.1883
Epoch 1/1... Discriminator Loss: 1.6264... Generator Loss: 3.8660
Epoch 1/1... Discriminator Loss: 1.2630... Generator Loss: 0.7435
Epoch 1/1... Discriminator Loss: 1.2727... Generator Loss: 0.5423
Epoch 1/1... Discriminator Loss: 1.1309... Generator Loss: 1.6521
Epoch 1/1... Discriminator Loss: 1.0345... Generator Loss: 0.7954
Epoch 1/1... Discriminator Loss: 1.2311... Generator Loss: 0.5690
Epoch 1/1... Discriminator Loss: 1.4712... Generator Loss: 1.9322
Epoch 1/1... Discriminator Loss: 0.9922... Generator Loss: 0.8077
Epoch 1/1... Discriminator Loss: 1.2300... Generator Loss: 0.5663
Epoch 1/1... Discriminator Loss: 1.4390... Generator Loss: 1.9521
Epoch 1/1... Discriminator Loss: 0.9535... Generator Loss: 0.8676
Epoch 1/1... Discriminator Loss: 0.9090... Generator Loss: 0.9978
Epoch 1/1... Discriminator Loss: 0.8793... Generator Loss: 1.6388
Epoch 1/1... Discriminator Loss: 1.6509... Generator Loss: 0.3581
Epoch 1/1... Discriminator Loss: 1.5281... Generator Loss: 2.1296
Epoch 1/1... Discriminator Loss: 1.2164... Generator Loss: 0.6096
Epoch 1/1... Discriminator Loss: 1.1549... Generator Loss: 0.8224
Epoch 1/1... Discriminator Loss: 1.0423... Generator Loss: 1.1524
Epoch 1/1... Discriminator Loss: 0.9149... Generator Loss: 1.0033
Epoch 1/1... Discriminator Loss: 0.9720... Generator Loss: 1.0271
Epoch 1/1... Discriminator Loss: 0.9576... Generator Loss: 1.0089
Epoch 1/1... Discriminator Loss: 0.8877... Generator Loss: 1.1582
Epoch 1/1... Discriminator Loss: 0.8173... Generator Loss: 1.2235
Epoch 1/1... Discriminator Loss: 1.0830... Generator Loss: 0.8635
Epoch 1/1... Discriminator Loss: 0.9732... Generator Loss: 1.1430
Epoch 1/1... Discriminator Loss: 1.1179... Generator Loss: 0.7989
Epoch 1/1... Discriminator Loss: 1.3574... Generator Loss: 0.5443
Epoch 1/1... Discriminator Loss: 1.2549... Generator Loss: 1.6909
Epoch 1/1... Discriminator Loss: 1.6090... Generator Loss: 0.3703
Epoch 1/1... Discriminator Loss: 1.1060... Generator Loss: 1.4958
Epoch 1/1... Discriminator Loss: 1.1065... Generator Loss: 0.7031
Epoch 1/1... Discriminator Loss: 1.1263... Generator Loss: 1.2764
Epoch 1/1... Discriminator Loss: 1.6802... Generator Loss: 0.3398
Epoch 1/1... Discriminator Loss: 1.8671... Generator Loss: 3.1195
Epoch 1/1... Discriminator Loss: 1.1589... Generator Loss: 0.5738
Epoch 1/1... Discriminator Loss: 0.7368... Generator Loss: 1.3252
Epoch 1/1... Discriminator Loss: 0.8046... Generator Loss: 1.0212
Epoch 1/1... Discriminator Loss: 0.8468... Generator Loss: 1.1620
Epoch 1/1... Discriminator Loss: 0.8789... Generator Loss: 1.3259
Epoch 1/1... Discriminator Loss: 1.0592... Generator Loss: 0.9008
Epoch 1/1... Discriminator Loss: 1.0074... Generator Loss: 0.9138
Epoch 1/1... Discriminator Loss: 0.8925... Generator Loss: 1.8111
Epoch 1/1... Discriminator Loss: 0.8339... Generator Loss: 0.8644
Epoch 1/1... Discriminator Loss: 0.7027... Generator Loss: 1.6821
Epoch 1/1... Discriminator Loss: 0.6976... Generator Loss: 1.0226
Epoch 1/1... Discriminator Loss: 0.7896... Generator Loss: 1.0787
Epoch 1/1... Discriminator Loss: 0.7039... Generator Loss: 1.5302
Epoch 1/1... Discriminator Loss: 1.0838... Generator Loss: 0.6223
Epoch 1/1... Discriminator Loss: 1.5027... Generator Loss: 2.7043
Epoch 1/1... Discriminator Loss: 1.5232... Generator Loss: 0.3970
Epoch 1/1... Discriminator Loss: 1.0319... Generator Loss: 2.1132
Epoch 1/1... Discriminator Loss: 1.1206... Generator Loss: 0.8272
Epoch 1/1... Discriminator Loss: 0.8352... Generator Loss: 1.4107
Epoch 1/1... Discriminator Loss: 1.4770... Generator Loss: 0.4082
Epoch 1/1... Discriminator Loss: 1.6968... Generator Loss: 2.4817
Epoch 1/1... Discriminator Loss: 1.2313... Generator Loss: 0.7303
Epoch 1/1... Discriminator Loss: 0.8946... Generator Loss: 0.9210
Epoch 1/1... Discriminator Loss: 0.7322... Generator Loss: 1.6380
Epoch 1/1... Discriminator Loss: 0.9902... Generator Loss: 0.8360
Epoch 1/1... Discriminator Loss: 0.6805... Generator Loss: 1.7248
Epoch 1/1... Discriminator Loss: 1.2062... Generator Loss: 0.5111
Epoch 1/1... Discriminator Loss: 0.9268... Generator Loss: 1.5776
Epoch 1/1... Discriminator Loss: 0.8370... Generator Loss: 0.9227
Epoch 1/1... Discriminator Loss: 0.7487... Generator Loss: 1.9705
Epoch 1/1... Discriminator Loss: 1.3013... Generator Loss: 0.6187
Epoch 1/1... Discriminator Loss: 1.4242... Generator Loss: 3.2179
Epoch 1/1... Discriminator Loss: 1.7238... Generator Loss: 0.3198
Epoch 1/1... Discriminator Loss: 2.0927... Generator Loss: 2.7502
Epoch 1/1... Discriminator Loss: 1.4017... Generator Loss: 0.7204
Epoch 1/1... Discriminator Loss: 1.1494... Generator Loss: 0.8341
Epoch 1/1... Discriminator Loss: 0.9755... Generator Loss: 1.3206
Epoch 1/1... Discriminator Loss: 0.9130... Generator Loss: 1.0458
Epoch 1/1... Discriminator Loss: 0.9562... Generator Loss: 1.0140
Epoch 1/1... Discriminator Loss: 0.9652... Generator Loss: 1.2042
Epoch 1/1... Discriminator Loss: 0.9408... Generator Loss: 1.0175
Epoch 1/1... Discriminator Loss: 1.0860... Generator Loss: 1.0910
Epoch 1/1... Discriminator Loss: 0.8889... Generator Loss: 1.0285
Epoch 1/1... Discriminator Loss: 1.0409... Generator Loss: 1.1916
Epoch 1/1... Discriminator Loss: 1.3414... Generator Loss: 0.5106
Epoch 1/1... Discriminator Loss: 2.5593... Generator Loss: 3.5182
Epoch 1/1... Discriminator Loss: 1.4479... Generator Loss: 0.4279
Epoch 1/1... Discriminator Loss: 1.1196... Generator Loss: 1.1155
Epoch 1/1... Discriminator Loss: 1.2763... Generator Loss: 0.6862
Epoch 1/1... Discriminator Loss: 0.9930... Generator Loss: 1.5754

Epoch 1/1... Discriminator Loss: 1.1726... Generator Loss: 0.4800
Epoch 1/1... Discriminator Loss: 1.0965... Generator Loss: 1.8558
Epoch 1/1... Discriminator Loss: 0.9252... Generator Loss: 0.6496
Epoch 1/1... Discriminator Loss: 0.4196... Generator Loss: 1.4076
Epoch 1/1... Discriminator Loss: 0.7903... Generator Loss: 1.6763
Epoch 1/1... Discriminator Loss: 0.5898... Generator Loss: 1.0238
Epoch 1/1... Discriminator Loss: 0.6051... Generator Loss: 1.6789
Epoch 1/1... Discriminator Loss: 0.8535... Generator Loss: 0.7717
Epoch 1/1... Discriminator Loss: 0.8838... Generator Loss: 1.6180
Epoch 1/1... Discriminator Loss: 0.9278... Generator Loss: 0.9964
Epoch 1/1... Discriminator Loss: 0.7674... Generator Loss: 2.8185
Epoch 1/1... Discriminator Loss: 1.7100... Generator Loss: 0.3157
Epoch 1/1... Discriminator Loss: 3.3252... Generator Loss: 5.2552
Epoch 1/1... Discriminator Loss: 1.6382... Generator Loss: 0.8876
Epoch 1/1... Discriminator Loss: 1.1110... Generator Loss: 0.7212
Epoch 1/1... Discriminator Loss: 0.8993... Generator Loss: 2.8943
Epoch 1/1... Discriminator Loss: 0.6091... Generator Loss: 1.3351
Epoch 1/1... Discriminator Loss: 0.7288... Generator Loss: 0.8162
Epoch 1/1... Discriminator Loss: 0.6619... Generator Loss: 1.3248
Epoch 1/1... Discriminator Loss: 0.6035... Generator Loss: 1.3807
Epoch 1/1... Discriminator Loss: 0.8036... Generator Loss: 1.0933
Epoch 1/1... Discriminator Loss: 0.8866... Generator Loss: 0.7791
Epoch 1/1... Discriminator Loss: 0.6850... Generator Loss: 1.5729
Epoch 1/1... Discriminator Loss: 1.0336... Generator Loss: 0.7506
Epoch 1/1... Discriminator Loss: 1.8630... Generator Loss: 2.9038
Epoch 1/1... Discriminator Loss: 1.1112... Generator Loss: 0.6492
Epoch 1/1... Discriminator Loss: 0.8822... Generator Loss: 1.0898
Epoch 1/1... Discriminator Loss: 0.6544... Generator Loss: 1.8483
Epoch 1/1... Discriminator Loss: 1.2322... Generator Loss: 0.5752
Epoch 1/1... Discriminator Loss: 0.6976... Generator Loss: 1.6280
Epoch 1/1... Discriminator Loss: 0.7966... Generator Loss: 1.0737
Epoch 1/1... Discriminator Loss: 1.0703... Generator Loss: 0.6717
Epoch 1/1... Discriminator Loss: 1.6561... Generator Loss: 2.3378
Epoch 1/1... Discriminator Loss: 1.2552... Generator Loss: 0.4512
Epoch 1/1... Discriminator Loss: 0.7611... Generator Loss: 1.2337
Epoch 1/1... Discriminator Loss: 1.0384... Generator Loss: 2.1274
Epoch 1/1... Discriminator Loss: 1.0377... Generator Loss: 0.6203
Epoch 1/1... Discriminator Loss: 0.9269... Generator Loss: 1.1038
Epoch 1/1... Discriminator Loss: 0.9246... Generator Loss: 0.9088
Epoch 1/1... Discriminator Loss: 1.1020... Generator Loss: 1.7592
Epoch 1/1... Discriminator Loss: 1.2573... Generator Loss: 0.7076
Epoch 1/1... Discriminator Loss: 0.9891... Generator Loss: 1.2204
Epoch 1/1... Discriminator Loss: 0.8429... Generator Loss: 1.0578
Epoch 1/1... Discriminator Loss: 0.7760... Generator Loss: 1.1708
Epoch 1/1... Discriminator Loss: 1.1134... Generator Loss: 1.0745
Epoch 1/1... Discriminator Loss: 0.8583... Generator Loss: 1.8976
Epoch 1/1... Discriminator Loss: 2.3424... Generator Loss: 0.1929
Epoch 1/1... Discriminator Loss: 4.4450... Generator Loss: 4.6634
Epoch 1/1... Discriminator Loss: 1.0647... Generator Loss: 1.5737
Epoch 1/1... Discriminator Loss: 1.3833... Generator Loss: 0.6012
Epoch 1/1... Discriminator Loss: 0.8257... Generator Loss: 1.1797
Epoch 1/1... Discriminator Loss: 0.9022... Generator Loss: 1.4949
Epoch 1/1... Discriminator Loss: 0.8751... Generator Loss: 0.8556
Epoch 1/1... Discriminator Loss: 0.8130... Generator Loss: 1.1095
Epoch 1/1... Discriminator Loss: 0.8276... Generator Loss: 0.9926
Epoch 1/1... Discriminator Loss: 0.5159... Generator Loss: 1.5105
Epoch 1/1... Discriminator Loss: 0.7331... Generator Loss: 1.1572
Epoch 1/1... Discriminator Loss: 1.5810... Generator Loss: 0.4177
Epoch 1/1... Discriminator Loss: 1.4953... Generator Loss: 2.1722
Epoch 1/1... Discriminator Loss: 1.6700... Generator Loss: 0.4365
Epoch 1/1... Discriminator Loss: 1.5781... Generator Loss: 1.3658
Epoch 1/1... Discriminator Loss: 0.9425... Generator Loss: 0.8686
Epoch 1/1... Discriminator Loss: 0.9981... Generator Loss: 1.0410
Epoch 1/1... Discriminator Loss: 0.5971... Generator Loss: 1.3927
Epoch 1/1... Discriminator Loss: 1.1288... Generator Loss: 0.9632
Epoch 1/1... Discriminator Loss: 1.0956... Generator Loss: 1.4198
Epoch 1/1... Discriminator Loss: 1.5244... Generator Loss: 0.4655
Epoch 1/1... Discriminator Loss: 1.2476... Generator Loss: 2.0364
Epoch 1/1... Discriminator Loss: 1.3703... Generator Loss: 0.4657
Epoch 1/1... Discriminator Loss: 1.6776... Generator Loss: 2.6656
Epoch 1/1... Discriminator Loss: 1.6461... Generator Loss: 0.3279
Epoch 1/1... Discriminator Loss: 1.0593... Generator Loss: 1.6527
Epoch 1/1... Discriminator Loss: 0.9492... Generator Loss: 0.8279
Epoch 1/1... Discriminator Loss: 1.0087... Generator Loss: 1.3843
Epoch 1/1... Discriminator Loss: 1.0530... Generator Loss: 0.6553
Epoch 1/1... Discriminator Loss: 1.1715... Generator Loss: 2.4606
Epoch 1/1... Discriminator Loss: 1.5481... Generator Loss: 0.3359
Epoch 1/1... Discriminator Loss: 1.0917... Generator Loss: 2.3515
Epoch 1/1... Discriminator Loss: 0.9024... Generator Loss: 0.9813
Epoch 1/1... Discriminator Loss: 1.0176... Generator Loss: 0.9673
Epoch 1/1... Discriminator Loss: 0.8905... Generator Loss: 1.4763
Epoch 1/1... Discriminator Loss: 1.3288... Generator Loss: 0.4690
Epoch 1/1... Discriminator Loss: 1.4147... Generator Loss: 2.3498
Epoch 1/1... Discriminator Loss: 1.2727... Generator Loss: 0.5247
Epoch 1/1... Discriminator Loss: 0.9578... Generator Loss: 1.1082
Epoch 1/1... Discriminator Loss: 0.7975... Generator Loss: 1.4951
Epoch 1/1... Discriminator Loss: 0.9376... Generator Loss: 0.7991
Epoch 1/1... Discriminator Loss: 0.7729... Generator Loss: 1.1671
Epoch 1/1... Discriminator Loss: 0.8798... Generator Loss: 1.5475
Epoch 1/1... Discriminator Loss: 0.6885... Generator Loss: 1.0570
Epoch 1/1... Discriminator Loss: 0.8292... Generator Loss: 1.2310
Epoch 1/1... Discriminator Loss: 0.9395... Generator Loss: 1.4752
Epoch 1/1... Discriminator Loss: 1.2809... Generator Loss: 0.4666
Epoch 1/1... Discriminator Loss: 1.9311... Generator Loss: 3.3849
Epoch 1/1... Discriminator Loss: 1.4299... Generator Loss: 0.3760
Epoch 1/1... Discriminator Loss: 1.0523... Generator Loss: 1.9547
Epoch 1/1... Discriminator Loss: 0.9884... Generator Loss: 0.8275
Epoch 1/1... Discriminator Loss: 0.7841... Generator Loss: 2.0771
Epoch 1/1... Discriminator Loss: 1.8087... Generator Loss: 0.2911
Epoch 1/1... Discriminator Loss: 2.1534... Generator Loss: 3.5961

Epoch 1/1... Discriminator Loss: 1.1587... Generator Loss: 0.6238
Epoch 1/1... Discriminator Loss: 0.8336... Generator Loss: 1.0701
Epoch 1/1... Discriminator Loss: 0.8193... Generator Loss: 2.5329
Epoch 1/1... Discriminator Loss: 1.1308... Generator Loss: 0.5387
Epoch 1/1... Discriminator Loss: 0.9769... Generator Loss: 2.2276
Epoch 1/1... Discriminator Loss: 0.8386... Generator Loss: 1.0792
Epoch 1/1... Discriminator Loss: 1.0730... Generator Loss: 0.6584
Epoch 1/1... Discriminator Loss: 2.1478... Generator Loss: 3.2601
Epoch 1/1... Discriminator Loss: 1.2711... Generator Loss: 0.6671
Epoch 1/1... Discriminator Loss: 0.9747... Generator Loss: 1.9058
Epoch 1/1... Discriminator Loss: 0.9003... Generator Loss: 1.0792
Epoch 1/1... Discriminator Loss: 1.0304... Generator Loss: 0.9984
Epoch 1/1... Discriminator Loss: 0.8218... Generator Loss: 1.1893
Epoch 1/1... Discriminator Loss: 0.7383... Generator Loss: 1.3475
Epoch 1/1... Discriminator Loss: 0.9018... Generator Loss: 1.0547
Epoch 1/1... Discriminator Loss: 0.9032... Generator Loss: 1.2647
Epoch 1/1... Discriminator Loss: 1.2346... Generator Loss: 0.7448
Epoch 1/1... Discriminator Loss: 0.9124... Generator Loss: 0.9908
Epoch 1/1... Discriminator Loss: 0.7384... Generator Loss: 0.9826
Epoch 1/1... Discriminator Loss: 0.4376... Generator Loss: 2.0338
Epoch 1/1... Discriminator Loss: 0.5378... Generator Loss: 1.3134
Epoch 1/1... Discriminator Loss: 1.1370... Generator Loss: 0.7012
Epoch 1/1... Discriminator Loss: 1.0137... Generator Loss: 2.0357
Epoch 1/1... Discriminator Loss: 1.0975... Generator Loss: 0.5446
Epoch 1/1... Discriminator Loss: 1.0123... Generator Loss: 2.6591
Epoch 1/1... Discriminator Loss: 0.6664... Generator Loss: 1.0911
Epoch 1/1... Discriminator Loss: 0.6646... Generator Loss: 1.5205
Epoch 1/1... Discriminator Loss: 0.8243... Generator Loss: 2.4282
Epoch 1/1... Discriminator Loss: 2.7171... Generator Loss: 0.1423
Epoch 1/1... Discriminator Loss: 2.3476... Generator Loss: 4.0843
Epoch 1/1... Discriminator Loss: 1.0393... Generator Loss: 0.8511
Epoch 1/1... Discriminator Loss: 0.9194... Generator Loss: 0.8339
Epoch 1/1... Discriminator Loss: 1.2174... Generator Loss: 1.6009
Epoch 1/1... Discriminator Loss: 0.8435... Generator Loss: 0.9735
Epoch 1/1... Discriminator Loss: 1.0241... Generator Loss: 1.1697
Epoch 1/1... Discriminator Loss: 0.9436... Generator Loss: 1.0395
Epoch 1/1... Discriminator Loss: 1.0010... Generator Loss: 1.0833
Epoch 1/1... Discriminator Loss: 1.0596... Generator Loss: 1.0960
Epoch 1/1... Discriminator Loss: 0.9745... Generator Loss: 0.8569
Epoch 1/1... Discriminator Loss: 0.7074... Generator Loss: 1.7363
Epoch 1/1... Discriminator Loss: 0.7031... Generator Loss: 1.4171
Epoch 1/1... Discriminator Loss: 1.5183... Generator Loss: 0.3408
Epoch 1/1... Discriminator Loss: 2.7659... Generator Loss: 4.4903
Epoch 1/1... Discriminator Loss: 1.1523... Generator Loss: 0.5630
Epoch 1/1... Discriminator Loss: 1.1370... Generator Loss: 1.5544
Epoch 1/1... Discriminator Loss: 1.0652... Generator Loss: 0.7335
Epoch 1/1... Discriminator Loss: 0.8275... Generator Loss: 1.0125
Epoch 1/1... Discriminator Loss: 0.9504... Generator Loss: 1.3192
Epoch 1/1... Discriminator Loss: 1.0020... Generator Loss: 0.7912
Epoch 1/1... Discriminator Loss: 1.2662... Generator Loss: 0.7587
Epoch 1/1... Discriminator Loss: 1.1768... Generator Loss: 1.3570
Epoch 1/1... Discriminator Loss: 1.2322... Generator Loss: 0.4684
Epoch 1/1... Discriminator Loss: 0.9239... Generator Loss: 1.5388
Epoch 1/1... Discriminator Loss: 0.7719... Generator Loss: 1.4812
Epoch 1/1... Discriminator Loss: 1.0404... Generator Loss: 0.6727
Epoch 1/1... Discriminator Loss: 1.4200... Generator Loss: 2.5841
Epoch 1/1... Discriminator Loss: 1.3707... Generator Loss: 0.5308
Epoch 1/1... Discriminator Loss: 0.9378... Generator Loss: 1.6478
Epoch 1/1... Discriminator Loss: 0.7747... Generator Loss: 1.1709
Epoch 1/1... Discriminator Loss: 0.8868... Generator Loss: 1.1085
Epoch 1/1... Discriminator Loss: 1.2385... Generator Loss: 0.6704
Epoch 1/1... Discriminator Loss: 1.2251... Generator Loss: 1.8040
Epoch 1/1... Discriminator Loss: 1.9499... Generator Loss: 0.2573
Epoch 1/1... Discriminator Loss: 1.8946... Generator Loss: 3.2761
Epoch 1/1... Discriminator Loss: 1.2781... Generator Loss: 0.5359
Epoch 1/1... Discriminator Loss: 0.9209... Generator Loss: 1.2573
Epoch 1/1... Discriminator Loss: 0.9478... Generator Loss: 1.2906
Epoch 1/1... Discriminator Loss: 1.3658... Generator Loss: 0.6193
Epoch 1/1... Discriminator Loss: 1.1269... Generator Loss: 1.4927
Epoch 1/1... Discriminator Loss: 1.0665... Generator Loss: 1.1459
Epoch 1/1... Discriminator Loss: 1.1042... Generator Loss: 0.8721
Epoch 1/1... Discriminator Loss: 1.0454... Generator Loss: 1.0511
Epoch 1/1... Discriminator Loss: 1.3289... Generator Loss: 0.8730
Epoch 1/1... Discriminator Loss: 0.8867... Generator Loss: 1.1809
Epoch 1/1... Discriminator Loss: 0.7631... Generator Loss: 0.9603
Epoch 1/1... Discriminator Loss: 0.8416... Generator Loss: 1.3956
Epoch 1/1... Discriminator Loss: 0.6743... Generator Loss: 1.0050
Epoch 1/1... Discriminator Loss: 0.4486... Generator Loss: 1.5112
Epoch 1/1... Discriminator Loss: 0.5220... Generator Loss: 1.4188
Epoch 1/1... Discriminator Loss: 0.6373... Generator Loss: 1.2511
Epoch 1/1... Discriminator Loss: 1.0313... Generator Loss: 2.2504
Epoch 1/1... Discriminator Loss: 2.9545... Generator Loss: 0.0874
Epoch 1/1... Discriminator Loss: 3.4431... Generator Loss: 4.1995
Epoch 1/1... Discriminator Loss: 1.4803... Generator Loss: 1.6586
Epoch 1/1... Discriminator Loss: 1.4587... Generator Loss: 0.4723
Epoch 1/1... Discriminator Loss: 1.0145... Generator Loss: 0.8117
Epoch 1/1... Discriminator Loss: 1.1206... Generator Loss: 2.0573
Epoch 1/1... Discriminator Loss: 0.9618... Generator Loss: 1.3929
Epoch 1/1... Discriminator Loss: 1.0930... Generator Loss: 0.6333
Epoch 1/1... Discriminator Loss: 0.9846... Generator Loss: 0.9767
Epoch 1/1... Discriminator Loss: 0.9860... Generator Loss: 1.3271
Epoch 1/1... Discriminator Loss: 0.9820... Generator Loss: 1.0928
Epoch 1/1... Discriminator Loss: 1.2705... Generator Loss: 0.6120
Epoch 1/1... Discriminator Loss: 0.9534... Generator Loss: 1.0158
Epoch 1/1... Discriminator Loss: 1.1821... Generator Loss: 1.0202
Epoch 1/1... Discriminator Loss: 1.3664... Generator Loss: 0.6592
Epoch 1/1... Discriminator Loss: 0.9391... Generator Loss: 0.9828
Epoch 1/1... Discriminator Loss: 0.7132... Generator Loss: 1.0415
Epoch 1/1... Discriminator Loss: 0.8556... Generator Loss: 1.1236
Epoch 1/1... Discriminator Loss: 0.6771... Generator Loss: 1.7687

Epoch 1/1... Discriminator Loss: 1.0846... Generator Loss: 0.8321
Epoch 1/1... Discriminator Loss: 1.0038... Generator Loss: 1.4709
Epoch 1/1... Discriminator Loss: 1.6022... Generator Loss: 0.4553
Epoch 1/1... Discriminator Loss: 3.2236... Generator Loss: 5.2871
Epoch 1/1... Discriminator Loss: 0.7690... Generator Loss: 1.1983
Epoch 1/1... Discriminator Loss: 1.7047... Generator Loss: 0.4073
Epoch 1/1... Discriminator Loss: 0.7813... Generator Loss: 2.6716
Epoch 1/1... Discriminator Loss: 0.6004... Generator Loss: 1.4177
Epoch 1/1... Discriminator Loss: 1.1550... Generator Loss: 0.6098
Epoch 1/1... Discriminator Loss: 0.8536... Generator Loss: 1.4959
Epoch 1/1... Discriminator Loss: 0.9166... Generator Loss: 1.3131
Epoch 1/1... Discriminator Loss: 1.0958... Generator Loss: 0.9707
Epoch 1/1... Discriminator Loss: 0.9802... Generator Loss: 0.9731
Epoch 1/1... Discriminator Loss: 1.0436... Generator Loss: 1.1996
Epoch 1/1... Discriminator Loss: 1.0692... Generator Loss: 0.7001
Epoch 1/1... Discriminator Loss: 0.9436... Generator Loss: 1.3414
Epoch 1/1... Discriminator Loss: 0.7060... Generator Loss: 1.1145
Epoch 1/1... Discriminator Loss: 1.1425... Generator Loss: 0.9896
Epoch 1/1... Discriminator Loss: 0.8506... Generator Loss: 1.4031
Epoch 1/1... Discriminator Loss: 0.8898... Generator Loss: 0.7749
Epoch 1/1... Discriminator Loss: 0.8762... Generator Loss: 1.2440
Epoch 1/1... Discriminator Loss: 0.7255... Generator Loss: 1.3232
Epoch 1/1... Discriminator Loss: 0.8047... Generator Loss: 0.9339
Epoch 1/1... Discriminator Loss: 0.8846... Generator Loss: 0.9342
Epoch 1/1... Discriminator Loss: 0.8216... Generator Loss: 1.7381
Epoch 1/1... Discriminator Loss: 0.8760... Generator Loss: 0.8735
Epoch 1/1... Discriminator Loss: 0.8055... Generator Loss: 2.0226
Epoch 1/1... Discriminator Loss: 1.2478... Generator Loss: 0.4837
Epoch 1/1... Discriminator Loss: 0.9186... Generator Loss: 1.0326
Epoch 1/1... Discriminator Loss: 0.9967... Generator Loss: 2.2035
Epoch 1/1... Discriminator Loss: 1.0297... Generator Loss: 0.6078
Epoch 1/1... Discriminator Loss: 0.9843... Generator Loss: 0.6848
Epoch 1/1... Discriminator Loss: 1.6623... Generator Loss: 2.8579
Epoch 1/1... Discriminator Loss: 1.3698... Generator Loss: 0.5138
Epoch 1/1... Discriminator Loss: 1.1087... Generator Loss: 0.7353
Epoch 1/1... Discriminator Loss: 1.0807... Generator Loss: 1.6984
Epoch 1/1... Discriminator Loss: 1.2772... Generator Loss: 0.6696
Epoch 1/1... Discriminator Loss: 1.8742... Generator Loss: 2.6898
Epoch 1/1... Discriminator Loss: 2.3957... Generator Loss: 0.2118
Epoch 1/1... Discriminator Loss: 2.0885... Generator Loss: 4.1878
Epoch 1/1... Discriminator Loss: 1.2184... Generator Loss: 0.8382
Epoch 1/1... Discriminator Loss: 1.2321... Generator Loss: 0.5918
Epoch 1/1... Discriminator Loss: 1.0708... Generator Loss: 1.4863
Epoch 1/1... Discriminator Loss: 1.1196... Generator Loss: 0.7230
Epoch 1/1... Discriminator Loss: 0.9838... Generator Loss: 0.8517
Epoch 1/1... Discriminator Loss: 1.0430... Generator Loss: 0.9499
Epoch 1/1... Discriminator Loss: 0.8262... Generator Loss: 1.5719
Epoch 1/1... Discriminator Loss: 0.8049... Generator Loss: 0.9758
Epoch 1/1... Discriminator Loss: 0.7936... Generator Loss: 1.1463
Epoch 1/1... Discriminator Loss: 0.6198... Generator Loss: 1.5853
Epoch 1/1... Discriminator Loss: 0.8576... Generator Loss: 1.1959
Epoch 1/1... Discriminator Loss: 0.8792... Generator Loss: 1.2688
Epoch 1/1... Discriminator Loss: 1.1215... Generator Loss: 0.8102
Epoch 1/1... Discriminator Loss: 0.9473... Generator Loss: 1.5994
Epoch 1/1... Discriminator Loss: 1.3744... Generator Loss: 0.4494
Epoch 1/1... Discriminator Loss: 0.9806... Generator Loss: 2.4721
Epoch 1/1... Discriminator Loss: 0.5109... Generator Loss: 1.3968
Epoch 1/1... Discriminator Loss: 1.1566... Generator Loss: 0.6197
Epoch 1/1... Discriminator Loss: 1.3640... Generator Loss: 2.5253
Epoch 1/1... Discriminator Loss: 0.6763... Generator Loss: 1.8262
Epoch 1/1... Discriminator Loss: 1.0259... Generator Loss: 0.7110
Epoch 1/1... Discriminator Loss: 0.8867... Generator Loss: 1.1377
Epoch 1/1... Discriminator Loss: 0.9337... Generator Loss: 0.9682
Epoch 1/1... Discriminator Loss: 0.6908... Generator Loss: 1.7456
Epoch 1/1... Discriminator Loss: 1.8638... Generator Loss: 0.2471
Epoch 1/1... Discriminator Loss: 4.0957... Generator Loss: 6.6875
Epoch 1/1... Discriminator Loss: 0.8939... Generator Loss: 2.5255
Epoch 1/1... Discriminator Loss: 2.0573... Generator Loss: 0.3660
Epoch 1/1... Discriminator Loss: 0.8801... Generator Loss: 0.9855
Epoch 1/1... Discriminator Loss: 0.8097... Generator Loss: 1.7145
Epoch 1/1... Discriminator Loss: 0.7080... Generator Loss: 1.3048
Epoch 1/1... Discriminator Loss: 0.9538... Generator Loss: 0.9640
Epoch 1/1... Discriminator Loss: 0.9641... Generator Loss: 0.8585
Epoch 1/1... Discriminator Loss: 0.9056... Generator Loss: 0.9245
Epoch 1/1... Discriminator Loss: 0.9595... Generator Loss: 1.2455
Epoch 1/1... Discriminator Loss: 1.2340... Generator Loss: 0.8135
Epoch 1/1... Discriminator Loss: 0.9913... Generator Loss: 0.9561
Epoch 1/1... Discriminator Loss: 1.0710... Generator Loss: 0.8121
Epoch 1/1... Discriminator Loss: 1.2959... Generator Loss: 1.8739
Epoch 1/1... Discriminator Loss: 1.1196... Generator Loss: 0.6721
Epoch 1/1... Discriminator Loss: 2.3936... Generator Loss: 3.5866
Epoch 1/1... Discriminator Loss: 2.5932... Generator Loss: 0.1099
Epoch 1/1... Discriminator Loss: 0.9730... Generator Loss: 1.3134
Epoch 1/1... Discriminator Loss: 0.7473... Generator Loss: 2.2610
Epoch 1/1... Discriminator Loss: 1.0518... Generator Loss: 0.7644
Epoch 1/1... Discriminator Loss: 0.9688... Generator Loss: 0.7303
Epoch 1/1... Discriminator Loss: 1.4367... Generator Loss: 2.3500
Epoch 1/1... Discriminator Loss: 1.0532... Generator Loss: 1.1887
Epoch 1/1... Discriminator Loss: 1.3268... Generator Loss: 0.5015
Epoch 1/1... Discriminator Loss: 0.9432... Generator Loss: 1.1436
Epoch 1/1... Discriminator Loss: 0.8921... Generator Loss: 1.3874
Epoch 1/1... Discriminator Loss: 1.0993... Generator Loss: 0.6654
Epoch 1/1... Discriminator Loss: 0.9424... Generator Loss: 1.0474
Epoch 1/1... Discriminator Loss: 1.0121... Generator Loss: 1.0083
Epoch 1/1... Discriminator Loss: 1.0189... Generator Loss: 0.8526
Epoch 1/1... Discriminator Loss: 0.9506... Generator Loss: 1.6068
Epoch 1/1... Discriminator Loss: 1.2342... Generator Loss: 0.9472
Epoch 1/1... Discriminator Loss: 1.4463... Generator Loss: 0.4520
Epoch 1/1... Discriminator Loss: 1.3159... Generator Loss: 2.1272
Epoch 1/1... Discriminator Loss: 1.2543... Generator Loss: 0.6300

Epoch 1/1... Discriminator Loss: 0.7461... Generator Loss: 1.3300
Epoch 1/1... Discriminator Loss: 0.8611... Generator Loss: 0.9607
Epoch 1/1... Discriminator Loss: 1.4084... Generator Loss: 1.2345
Epoch 1/1... Discriminator Loss: 0.7827... Generator Loss: 1.1576
Epoch 1/1... Discriminator Loss: 1.1209... Generator Loss: 0.8210
Epoch 1/1... Discriminator Loss: 1.0305... Generator Loss: 0.7602
Epoch 1/1... Discriminator Loss: 1.0811... Generator Loss: 1.6559
Epoch 1/1... Discriminator Loss: 1.0494... Generator Loss: 0.7018
Epoch 1/1... Discriminator Loss: 0.7705... Generator Loss: 3.0024
Epoch 1/1... Discriminator Loss: 1.0136... Generator Loss: 0.6491
Epoch 1/1... Discriminator Loss: 1.1358... Generator Loss: 2.1728
Epoch 1/1... Discriminator Loss: 1.3295... Generator Loss: 0.4350
Epoch 1/1... Discriminator Loss: 2.4670... Generator Loss: 3.2943
Epoch 1/1... Discriminator Loss: 1.6167... Generator Loss: 0.3279
Epoch 1/1... Discriminator Loss: 0.9223... Generator Loss: 1.1287
Epoch 1/1... Discriminator Loss: 1.0317... Generator Loss: 1.2067
Epoch 1/1... Discriminator Loss: 1.6739... Generator Loss: 0.6176
Epoch 1/1... Discriminator Loss: 1.4075... Generator Loss: 1.0041
Epoch 1/1... Discriminator Loss: 1.0795... Generator Loss: 0.7948
Epoch 1/1... Discriminator Loss: 1.1772... Generator Loss: 0.8738
Epoch 1/1... Discriminator Loss: 1.0547... Generator Loss: 1.1876
Epoch 1/1... Discriminator Loss: 1.2109... Generator Loss: 0.7468
Epoch 1/1... Discriminator Loss: 1.2217... Generator Loss: 0.7185
Epoch 1/1... Discriminator Loss: 0.8615... Generator Loss: 1.5430
Epoch 1/1... Discriminator Loss: 0.8600... Generator Loss: 1.0951
Epoch 1/1... Discriminator Loss: 1.0909... Generator Loss: 0.8142
Epoch 1/1... Discriminator Loss: 0.7087... Generator Loss: 1.6709
Epoch 1/1... Discriminator Loss: 1.0743... Generator Loss: 0.9364
Epoch 1/1... Discriminator Loss: 1.1608... Generator Loss: 0.6366
Epoch 1/1... Discriminator Loss: 1.3840... Generator Loss: 2.0935
Epoch 1/1... Discriminator Loss: 1.7228... Generator Loss: 0.3155
Epoch 1/1... Discriminator Loss: 1.0885... Generator Loss: 2.3190
Epoch 1/1... Discriminator Loss: 1.0942... Generator Loss: 0.5942
Epoch 1/1... Discriminator Loss: 1.2270... Generator Loss: 0.7163
Epoch 1/1... Discriminator Loss: 1.1563... Generator Loss: 1.7270
Epoch 1/1... Discriminator Loss: 1.2780... Generator Loss: 0.7021
Epoch 1/1... Discriminator Loss: 1.1665... Generator Loss: 1.1115
Epoch 1/1... Discriminator Loss: 1.0270... Generator Loss: 1.4661
Epoch 1/1... Discriminator Loss: 1.2223... Generator Loss: 0.5809
Epoch 1/1... Discriminator Loss: 0.9714... Generator Loss: 1.6060
Epoch 1/1... Discriminator Loss: 1.0236... Generator Loss: 0.8058
Epoch 1/1... Discriminator Loss: 1.0294... Generator Loss: 0.9025
Epoch 1/1... Discriminator Loss: 1.0190... Generator Loss: 1.7108
Epoch 1/1... Discriminator Loss: 0.8585... Generator Loss: 0.9055
Epoch 1/1... Discriminator Loss: 0.7661... Generator Loss: 1.1675
Epoch 1/1... Discriminator Loss: 0.7726... Generator Loss: 1.3792
Epoch 1/1... Discriminator Loss: 1.0032... Generator Loss: 0.6921
Epoch 1/1... Discriminator Loss: 1.1137... Generator Loss: 1.3810
Epoch 1/1... Discriminator Loss: 1.6405... Generator Loss: 0.4515
Epoch 1/1... Discriminator Loss: 0.9380... Generator Loss: 0.8203
Epoch 1/1... Discriminator Loss: 1.1024... Generator Loss: 1.2794
Epoch 1/1... Discriminator Loss: 0.8236... Generator Loss: 1.1328
Epoch 1/1... Discriminator Loss: 1.0957... Generator Loss: 0.8959
Epoch 1/1... Discriminator Loss: 1.1534... Generator Loss: 1.4167
Epoch 1/1... Discriminator Loss: 1.1338... Generator Loss: 0.7072
Epoch 1/1... Discriminator Loss: 1.1530... Generator Loss: 2.0711
Epoch 1/1... Discriminator Loss: 1.7313... Generator Loss: 0.2888
Epoch 1/1... Discriminator Loss: 1.0186... Generator Loss: 2.2067
Epoch 1/1... Discriminator Loss: 0.8837... Generator Loss: 1.0073
Epoch 1/1... Discriminator Loss: 0.8783... Generator Loss: 1.0732
Epoch 1/1... Discriminator Loss: 0.7280... Generator Loss: 1.2929
Epoch 1/1... Discriminator Loss: 0.8238... Generator Loss: 0.9776
Epoch 1/1... Discriminator Loss: 0.9719... Generator Loss: 1.3849
Epoch 1/1... Discriminator Loss: 1.3594... Generator Loss: 0.5426
Epoch 1/1... Discriminator Loss: 1.1518... Generator Loss: 1.4109
Epoch 1/1... Discriminator Loss: 1.8369... Generator Loss: 0.3399
Epoch 1/1... Discriminator Loss: 1.3954... Generator Loss: 1.8897
Epoch 1/1... Discriminator Loss: 1.3829... Generator Loss: 0.4548
Epoch 1/1... Discriminator Loss: 1.8862... Generator Loss: 1.7829
Epoch 1/1... Discriminator Loss: 1.1740... Generator Loss: 0.5781
Epoch 1/1... Discriminator Loss: 0.6877... Generator Loss: 1.2783
Epoch 1/1... Discriminator Loss: 0.6791... Generator Loss: 2.2016
Epoch 1/1... Discriminator Loss: 0.6869... Generator Loss: 1.0005
Epoch 1/1... Discriminator Loss: 0.5933... Generator Loss: 1.1389
Epoch 1/1... Discriminator Loss: 0.6946... Generator Loss: 1.3962
Epoch 1/1... Discriminator Loss: 0.9698... Generator Loss: 0.8953
Epoch 1/1... Discriminator Loss: 0.8433... Generator Loss: 0.9928
Epoch 1/1... Discriminator Loss: 0.9793... Generator Loss: 1.3016
Epoch 1/1... Discriminator Loss: 0.9286... Generator Loss: 1.0563
Epoch 1/1... Discriminator Loss: 1.2541... Generator Loss: 0.5546
Epoch 1/1... Discriminator Loss: 1.8145... Generator Loss: 2.1237
Epoch 1/1... Discriminator Loss: 2.3736... Generator Loss: 0.1342
Epoch 1/1... Discriminator Loss: 2.1490... Generator Loss: 3.0653
Epoch 1/1... Discriminator Loss: 0.8738... Generator Loss: 1.1874
Epoch 1/1... Discriminator Loss: 1.0871... Generator Loss: 0.7699
Epoch 1/1... Discriminator Loss: 1.1177... Generator Loss: 1.6142
Epoch 1/1... Discriminator Loss: 1.1564... Generator Loss: 0.9881
Epoch 1/1... Discriminator Loss: 1.2728... Generator Loss: 0.9776
Epoch 1/1... Discriminator Loss: 1.2341... Generator Loss: 1.0217
Epoch 1/1... Discriminator Loss: 1.1454... Generator Loss: 1.1484
Epoch 1/1... Discriminator Loss: 1.3506... Generator Loss: 0.5620
Epoch 1/1... Discriminator Loss: 1.4123... Generator Loss: 1.7800
Epoch 1/1... Discriminator Loss: 1.8040... Generator Loss: 0.2859
Epoch 1/1... Discriminator Loss: 1.7169... Generator Loss: 1.8319
Epoch 1/1... Discriminator Loss: 1.3127... Generator Loss: 0.5673
Epoch 1/1... Discriminator Loss: 1.0915... Generator Loss: 1.1629
Epoch 1/1... Discriminator Loss: 0.6946... Generator Loss: 1.3082
Epoch 1/1... Discriminator Loss: 0.7160... Generator Loss: 0.9884
Epoch 1/1... Discriminator Loss: 0.8462... Generator Loss: 1.1344
Epoch 1/1... Discriminator Loss: 0.8333... Generator Loss: 1.0972

Submitting This Project¶

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.